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 · 84
DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.
PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 6 claims · 7 setups
DeepProg, an ensemble of deep-learning and machine-learning models, robustly predicts patient survival subtypes from multi-omics data and explicitly models survival as the objective while predicting new patient risks
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Has reproduction · 71
Utilizing the codon adaptation index to evaluate the susceptibility to HIV-1 and SARS-CoV-2 related coronaviruses in possible target cells in humans.
PMID 36760235 · PMC9905242 · Frontiers in cellular and infection microbiology · 2022 · 7 claims · 8 setups
CAI is positively correlated with translational efficiency, supporting its use as a proxy for viral mRNA translation in cell types.
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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
A CPAN-index prognostic model built from 11 PANoptosis-related differentially expressed genes (CPAN_DEGs) stratifies CRC patients into high-risk and low-risk groups with distinct survival and immunophenotypes.
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Has reproduction · 100
Charting and probing the activity of ADARs in human development and cell-fate specification.
PMID 39537590 · PMC11561244 · Nature communications · 2024 · 8 claims · 7 setups
RNA editing (AEI) and ADAR enzyme expression follow tissue-specific temporal dynamics across human organs from fetal to adult stages, with ADARB1 dynamics tracking AEI increase in hindbrain development.
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Has reproduction · 40
Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.
PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts
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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 · 95
Utility of Triti-Map for bulk-segregated mapping of causal genes and regulatory elements in Triticeae.
PMID 35605195 · PMC9284283 · Plant communications · 2022 · 8 claims · 4 setups
Triti-Map is a computational package suite plus web interface specifically optimized for bulk-segregated gene mapping in Triticeae, accepting DNA-seq, RNA-seq/ChIP-seq, and traditional QTL data as input
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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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Has reproduction · 78
Transcriptomic and physiological analysis of atractylodes chinensis in response to drought stress reveals the putative genes related to sesquiterpenoid biosynthesis.
PMID 38317086 · PMC10845750 · BMC plant biology · 2024 · 8 claims · 6 setups
Drought stress significantly increases MDA, proline, soluble sugar, and crude protein content and antioxidative enzyme (SOD, POD, CAT) activity in A. chinensis seedlings
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Has reproduction · 84
Deep transcriptomics reveals cell-specific isoforms of pan-neuronal genes.
PMID 40379625 · PMC12084633 · Nature communications · 2025 · 8 claims · 5 setups
Pan-neuronal genes (expressed in many/all neurons) harbor highly cell-specific splice variants/isoforms restricted to single or few neuron types.
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Has reproduction · 48
Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.
PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups
Breast cancer samples can be divided into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on expression of m6A-related genes, with consistent proportions across datasets
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Has reproduction · 63
Extensive tissue-specific expression variation and novel regulators underlying circadian behavior.
PMID 33514540 · PMC7846174 · Science advances · 2021 · 8 claims · 8 setups
More than 1700 mostly tissue-specific cycling genes are detected across four Drosophila tissues, substantially expanding the catalog of clock-controlled genes
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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 · 7 claims · 7 setups
AML patients can be categorized into two distinct PANRG-based clusters with differing prognosis and immune characteristics
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Has reproduction · 90
A genome-wide association analysis identifies 16 novel susceptibility loci for carpal tunnel syndrome.
PMID 30833571 · PMC6399342 · Nature communications · 2019 · 8 claims · 8 setups
16 genome-wide significant susceptibility loci for CTS were identified in UK Biobank
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Has reproduction · 81
Assessing personalized molecular portraits underlying endothelial-to-mesenchymal transition within pulmonary arterial hypertension.
PMID 39462326 · PMC11513636 · Molecular medicine (Cambridge, Mass.) · 2024 · 8 claims · 8 setups
scRNA-seq of PAH and control lung tissue identifies nine distinct cell populations with high heterogeneity in composition, function, distribution, and communication
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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
Accelerating rare disease diagnostics by linking DNA and RNA through an explainable and interactive RNA-guided workflow.
PMID 41685349 · PMC12891912 · NAR genomics and bioinformatics · 2026 · 7 claims · 7 setups
An integrated RNA-guided variant interpretation workflow combining OUTRIDER, FRASER, MOLGENIS VIP, and Borzoi enhances clinical variant interpretation and reclassification of VUS in rare disease cases.
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Has reproduction · 68
Revealing an unexpectedly low electron injection threshold via reinforced shock acceleration.
PMID 39805850 · PMC11730962 · Nature communications · 2025 · 8 claims · 4 setups
A reinforced shock acceleration model combining foreshock transients, wave-particle interactions, and variable stellar wind conditions operating across multiple scales enables electrons to consistently reach relativistic energies
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Has reproduction · 63
Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.
PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups
Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes
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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