Coronary expression subtyping
Molecular subtypes of ischemic heart disease based on circadian rhythm
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Reviewed study profile
- profile type
- multicohort_omics
- study design
- Retrospective public single-cell and bulk transcriptomic analysis
- evidence type
- Expression-based subtyping, computational annotation and external template evaluation
- population
- Public coronary-disease-related samples and separately analyzed reference datasets
- primary endpoint
- Expression-defined CRDscore and molecular subtype structure
- secondary endpoint
- External subtype assignment and associated immune/functional annotations
- data modalities
- single-cell RNA sequencing
- bulk expression arrays
- co-expression networks
- NTP
- computational enrichment and cell-type estimates
- external validation
- true
- scale metrics
- label
- GSE184073 analyzed samples
- value
- 2 samples
- label
- GSE184073 post-QC cells
- value
- 2,237 cells
- label
- GSE59867 expression samples
- value
- 436 samples, not 436 independent patients
- label
- GSE59867 original design
- value
- Repeated follow-up of 111 STEMI patients and 46 stable CAD controls
- label
- GSE20680 article-reported samples
- value
- 195
- label
- GSE20681 article-reported samples
- value
- 198
- label
- GSE43292 article-reported samples
- value
- 64
- label
- GSE62646 article-reported samples
- value
- 98
- counting note
- GSE184073 cells are not independent patients. GSE59867 contains repeated follow-up of 111 STEMI patients and 46 stable CAD controls; its 436 expression samples are not 436 independent patients. Follow-up represents post-infarction recovery time points, not 24-hour circadian monitoring of the same individual. External dataset counts are article-reported samples and are not summed into a deduplicated participant total. External validation means retrospective expression-template evaluation, not prospective clinical utility. GSE70049 is a Danio rerio setb morphant expression experiment, not a verified mouse circadian perturbation.
What does CRDscore measure, and what does it not directly measure?
CRDscore was constructed as a research score from target-gene expression and a random background. Formula: CRDscore = Srandom - SCADCRgenes; Random features: 1,000; Single-cell cutoff: 75th percentile; Bulk cutoff: Median. The score does not directly measure an individual's circadian phase, amplitude or period. The two data-layer cutoffs are not one clinical threshold.
- KF2 — Methods: Calculation of CRDscore based on circadian-related genes
What kind of external validation was performed?
NTP was used to evaluate subtype assignment in four external expression datasets. Datasets: GSE20680; GSE20681; GSE43292; GSE62646. External expression-template reproducibility is not prospective risk prediction or demonstrated clinical utility.
- KF5 — Methods: Construction and validation of the CRD-related subtypes of CAD; Fig. 4
Do subtype-associated immune patterns establish treatment benefit?
Type2 showed higher CRDscore and immune-inflammatory expression characteristics. Contractile markers: Lower expression; Immune and collagen pathways: Associated enrichment differences. Computational estimates and expression associations do not establish causal plaque transitions or benefit from immunotherapy or chronotherapy.
- KF6 — Results: functional and immune microenvironment analyses; Figs. 5-6
Complete reviewed evidence scope
- supports
- The analysis of GSE184073 constructed a single-cell co-expression foundation related to coronary disease.
- CRDscore was constructed as a research score from target-gene expression and a random background.
- The article reports external reference-data evaluation, but the use of GSE70049 requires qualification.
- Expression-based subtyping of GSE59867 yielded four groups.
- NTP was used to evaluate subtype assignment in four external expression datasets.
- Type2 showed higher CRDscore and immune-inflammatory expression characteristics.
- does not establish
- Direct measurement of physiological circadian phase, amplitude or period.
- A discovery cohort of 436 independent patients.
- Verification that all cited reference experiments are mouse circadian interventions.
- Prospectively validated clinical risk prediction or clinical utility.
- Benefit from treatment or chronotherapy.
- An independently verified mortality hazard ratio, AUC or clinical cutoff; adverse-prognosis wording is not a verified all-cause mortality model.
Complete reviewed limitations
- GSE184073 cells are not independent patients. GSE59867 contains repeated follow-up of 111 STEMI patients and 46 stable CAD controls; its 436 expression samples are not 436 independent patients. Follow-up represents post-infarction recovery time points, not 24-hour circadian monitoring of the same individual. External dataset counts are article-reported samples and are not summed into a deduplicated participant total. External validation means retrospective expression-template evaluation, not prospective clinical utility. GSE70049 is a Danio rerio setb morphant expression experiment, not a verified mouse circadian perturbation.
- Cells are not independent patients; two analyzed samples do not establish population-level robustness.
- The score does not directly measure an individual's circadian phase, amplitude or period. The two data-layer cutoffs are not one clinical threshold.
- The evidence does not establish that all four reference experiments are verified mouse circadian interventions. No intended replacement accession is inferred.
- These are expression-sample groups, not 436 independent patients. The grouping does not resolve independence of repeated follow-up samples or outcome analyses.
- External expression-template reproducibility is not prospective risk prediction or demonstrated clinical utility.
- Computational estimates and expression associations do not establish causal plaque transitions or benefit from immunotherapy or chronotherapy.
- Direct measurement of physiological circadian phase, amplitude or period.
- A discovery cohort of 436 independent patients.
- Verification that all cited reference experiments are mouse circadian interventions.
- Prospectively validated clinical risk prediction or clinical utility.
- Benefit from treatment or chronotherapy.
- An independently verified mortality hazard ratio, AUC or clinical cutoff; adverse-prognosis wording is not a verified all-cause mortality model.