Human brain cell-type-specific aging clocks based on single-nuclei transcriptomics - Supplementary Data
View DatasetDescription
Additional Data for: "Human brain cell-type-specific aging clocks based on single-nuclei transcriptomics" (DOI: https://doi.org/10.1002/advs.202506109)All supplementary data corresponding to the article can be found in the compressed file, "Supplementary_Data.zip". The contents include the following:Supplementary Data 1: Sample information and distribution of cells from different cell types.Supplementary Data 2: Gene expression in each cell type in the training dataset.Supplementary Data 3: Differential gene expression analysis results from all major cell Types across all age-group comparisons.Supplementary Data 4: Gene over-representation test results from all comparisons.Supplementary Data 5: Aging clocks: regression models of each of the 27 aging clocks.Supplementary Data 6: Predicted age from the testing rounds of each of the 27 aging clocks.Supplementary Data 7: Summary of aging clock performances in the training dataset.Supplementary Data 8: Summary of ExtraTrees Regressor model performances in the training dataset.Supplementary Data 9: Gene over-representation test results for clock-selected feature genesSupplementary Data 10: Label transfer prediction results in the external datasets.Supplementary Data 11: Predicted age given by the 27 aging clocks in the control cohort of Fröhlich et al. dataset.Supplementary Data 12: Predicted age given by the 27 aging clocks in Velmeshev et al. dataset.Supplementary Data 13: Summary of aging clock performances in the external validation datasets.Supplementary Data 14: Age correlation results of clock-selected feature genes in the training and the external validation datasets.Supplementary Data 15: Predicted age given by the top aging clocks in the Schizophrenia cohort of Frohlich et al. dataset.Supplementary Data 16: Summary of age acceleration comparison in the Fröhlich et al. dataset.Supplementary Data 17: Predicted age given by the top aging clocks in the Gabitto et al. dataset.Supplementary Data 18: Summary of age acceleration comparison in the Gabitto et al. dataset.Further, the following files are included for reproducing the code/figures and as an additional resource for exploring the original human postmortem prefrontal cortex dataset:training_cohort_metadata.csv: Metadata of the training cohort.training_data_so_qc.rds: Contains Seurat object with unfiltered data along with basic qc parameters.training_data_so_final.rds: Contains Seurat object with final filtered data, assays, reductions and cell type annotations.
Citations (0)
No citations found
Mentions (0)
No mentions found
Metrics Over Time
Publication Details
Subfield
Artificial Intelligence
Field
Computer Science
Domain
Physical Sciences
Confidence Score
71%
Source
Open Alex