🧫
scRNA-seq analysis of human atherosclerotic plaques
active
experiment
Created: 2026-04-06T12:27:57
By: experiment_extractor
Quality:
90%
✓ SciDEX
ID: experiment-exp-135b71a2-0188-416a-8590-b
🧫 Experiment Protocol
Gene Expressionproposed
Related Entities
▸Metadata
| _origin | {'url': None, 'type': 'internal', 'tracked_at': '2026-04-06T12:27:57.750994'} |
| p_value | None |
| protocol | scRNA-seq data analysis using GEO dataset GSE159677, machine learning algorithms (GBM, LASSO, XGBoost), ssGSEA pathway scoring, ROC analysis |
| effect_size | None |
| sample_size | None |
| source_pmid | 38179058 |
| extracted_at | 2026-04-06T05:27:57.748513 |
| _schema_version | 1 |
| experiment_type | gene_expression |
| success_criteria | Satisfactory diagnostic accuracy in training and validation cohorts |
| expected_outcomes | Identification of C1Q-related genes associated with atherosclerotic plaques |
| statistical_methods | Machine learning algorithms, ROC analysis, ssGSEA |
📊 Evidence Profile
Foundational
Evidence Balance
+0%
Certainty
100%
Debates
0
Incoming
43
Outgoing
46
0 supporting
0 contradicting
0 neutral
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