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 · 71
Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.
PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 8 claims · 8 setups
Mitophagy-related genes associated with immune infiltration have diagnostic/prognostic significance in ALS
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Has reproduction · 71
Interpretable artificial intelligence based on immunoregulation-related genes predicts prognosis and immunotherapy response in lung adenocarcinoma.
PMID 41048340 · PMC12491262 · Frontiers in bioinformatics · 2025 · 8 claims · 8 setups
IRG expression pattern clusters LUAD patients into groups with significantly different survival outcomes and immune cell infiltration
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Has reproduction · 80
Transcriptome-Proteome Profiling in Burkholderia thailandensis during the Transition from Exponential to Stationary Phase.
PMID 40680064 · PMC12322963 · Journal of proteome research · 2025 · 8 claims · 7 setups
928 differentially accumulating mRNAs (564 up, 364 down) were identified between exponential and stationary phase
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Has reproduction · 49
Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.
PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 7 setups
S100A3 shows consistent discriminatory performance across the training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort
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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 · 75
Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.
PMID 34143800 · PMC8213194 · PloS one · 2021 · 8 claims · 7 setups
306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue
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Has reproduction · 80
Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage.
PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 8 claims · 8 setups
A neutrophil-related co-expression gene module (blue module) is significantly associated with aSAH occurrence
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Has reproduction · 68
Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.
PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups
RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)
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Has reproduction · 53
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
Patient-derived colorectal cancer organoids (CRCOs) can be established from surgical CRC tissue with an 82% success rate (41/50)
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Has reproduction · 78
Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.
PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 6 claims · 8 setups
CIBERSORTx can combine scRNA-seq-derived signature matrices with bulk RNA-seq data to estimate proportions of 11 TIL subsets in HCC tumor and normal tissue
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Has reproduction · 78
Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.
PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups
KCTD16, CD3D, and GSDMB were identified as prognostic succinylation-related genes in BLCA
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Has reproduction · 100
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
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.
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Has reproduction · 69
Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.
PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups
66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs
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Full-text index only
Filling gaps in PPAR-alpha signaling through comparative nutrigenomics analysis.
PMID 20003344 · PMC2801700 · BMC genomics · 2009 · 7 claims · 8 setups
Meta-analysis of 16 microarray datasets across human, mouse, rat and yeast identifies 164 genes (MDEGs) consistently differentially expressed in response to high fat diet or PPAR signaling perturbation.
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Has reproduction · 80
Decoding the tumor microenvironment and molecular mechanism: unraveling cervical cancer subpopulations and prognostic signatures through scRNA-Seq and bulk RNA-seq analyses.
PMID 38482016 · PMC10933018 · Frontiers in immunology · 2024 · 8 claims · 8 setups
C3 PLP2+ Tumor Epithelial Progenitor Cells are a noteworthy subpopulation exerting a pivotal influence on CC differentiation and progression
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Has reproduction · 62
Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.
PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups
A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors
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Has reproduction
Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.
PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 8 claims · 8 setups
A three-class WSI cluster (C0/C1/C2) derived via mini batch K-means clustering on Inception V3-extracted image features is significantly associated with overall survival and is an independent prognostic predictor in BLCA.
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Has reproduction · 71
Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.
PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups
AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)
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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
Mitophagy affects tumour development, immune cell infiltration, and prognosis in HPV-associated HNSCC
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Has reproduction · 41
Unveiling the immunometabolic landscape of colorectal cancer through PANoptosis-related gene expression.
PMID 41601652 · PMC12832467 · Frontiers in immunology · 2025 · 8 claims · 8 setups
PANoptosis-related genes show significant expression heterogeneity across CRC samples, with apoptosis-related genes comprising the largest proportion (87.4%)