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
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
LUAD samples cluster into IRG-high and IRG-low groups, with the IRG-high group showing significantly better survival and greater immune cell infiltration.
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Has reproduction · 49
LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.
PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 7 claims · 8 setups
LRP1 is the top hub gene with the highest diagnostic performance for distinguishing ectopic from eutopic endometrium in EMS
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Has reproduction · 83
Metabolite-Centric Reporter Pathway and Tripartite Network Analysis of Arabidopsis Under Cold Stress.
PMID 30258841 · PMC6143811 · Frontiers in bioengineering and biotechnology · 2018 · 7 claims · 4 setups
A metabolite-centric reporter pathway analysis (RPAm) can infer cold-stress-associated metabolites and pathways in Arabidopsis directly from transcriptome data without metabolome data
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Has reproduction · 51
A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.
PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73
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Has reproduction · 80
Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.
PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups
WGCNA identified 214 key genes in the blue module most correlated with LUAD
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Has reproduction · 90
PrimerSeq: Design and visualization of RT-PCR primers for alternative splicing using RNA-seq data.
PMID 24747190 · PMC4411361 · Genomics, proteomics & bioinformatics · 2014 · 8 claims · 3 setups
PrimerSeq is a user-friendly stand-alone software with a GUI for systematic design and visualization of RT-PCR primers for alternative splicing analysis using user-provided RNA-seq data.
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Has reproduction
All of gene expression (AOE): An integrated index for public gene expression databases.
PMID 31978081 · PMC6980531 · PloS one · 2020 · 8 claims · 5 setups
AOE integrates publicly available gene expression data from GEO, ArrayExpress, and GEA into a single searchable index.
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Has reproduction · 93
Elucidation of the molecular responses to waterlogging in Jatropha roots by transcriptome profiling.
PMID 25520726 · PMC4251292 · Frontiers in plant science · 2014 · 8 claims · 8 setups
24 h of waterlogging significantly alters mRNA abundance of 1968 genes in Jatropha roots (931 up, 1037 down).
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Has reproduction · 83
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
Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs
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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 · 5 claims · 6 setups
CIBERSORTx can combine scRNA-seq-derived signatures with bulk HCC transcriptomes to estimate proportions of 11 TIL subsets and infer cell-type-specific gene expression.
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Has reproduction · 83
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
AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy
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Has reproduction · 61
Multi-omics analyses identify mannose phosphate isomerase-centered hypoxia-induced angiogenesis signature in colorectal cancer.
PMID 41204349 · PMC12595641 · Journal of translational medicine · 2025 · 8 claims · 8 setups
Twelve HIA-related genes were identified that are transcriptionally activated by HIFs and functionally implicated in angiogenesis in CRC.
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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 · 68
Positive Relationships between Intraocular Pressure and Thyroid Function in Graves' Ophthalmopathy: A Three-Aspect Evidence Analysis.
PMID 40992768 · PMC12479196 · Yonsei medical journal · 2025 · 6 claims · 4 setups
Increased thyroid function is a risk factor for elevated IOP in patients with Graves' ophthalmopathy.
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Has reproduction · 78
Identification of the Wheat (Triticum aestivum) IQD Gene Family and an Expression Analysis of Candidate Genes Associated with Seed Dormancy and Germination.
PMID 35456910 · PMC9025732 · International journal of molecular sciences · 2022 · 8 claims · 8 setups
73 IQD gene family members (TaIQD1-73) were identified in the wheat genome and phylogenetically divided into six major groups.