Developing a Prediction Model for 7-year and 10-year All-cause Mortality Risk in Type 2 Diabetes Using a Hospital-based Prospective Cohort Study
| Main Authors: | Chiu, Sherry Yu-eh-Hsia, Chen, Ying Isabel, Lu, Jui-fen Rachel, Ng, Soh-Ching, Chen, Chih-Hung |
|---|---|
| Format: | Article Journal |
| Bahasa: | aig |
| Terbitan: |
, 2021
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| Subjects: | |
| Online Access: |
https://zenodo.org/record/5269089 |
Daftar Isi:
- Figure S1: Proposed study scenario and application; Figure S2: Flow diagram for study subjects; Figure S3(A): Proportional hazards assumption checking for the 7-year follow- up; Figure S3(B): Proportional hazards assumption checking for the 10-year follow- up; Figure S4: The (A) Coefficient Progression with selection steps and (B) efficient sequence of cross-validation (7-year model); Figure S5: The (A) Coefficient Progression with selection steps and (B) efficient sequence of cross-validation (10-year model); Figure S6: Flowchart for model cross-validation; Figure S7(A): Cumulative all-cause mortality for the 7-year follow-up based on 9101 validation subjects; Figure S7(B): Cumulative all-cause mortality for the 10-year follow-up based on 9101 validation subjects; Figure S8(A): ROC and AUC for cross-validation at the 2-year time point based on the 7-year follow-up; Figure S8(B): ROC and AUC for cross-validation at the 4-year time point based on the 7-year follow-up; Figure S8(C): ROC and AUC for cross-validation at the 6-year time point based on the 7-year follow-up. Figure S9(A): ROC and AUC for cross-validation at the 2-year time point based on the 10-year follow-up; Figure S9(B): ROC and AUC for cross-validation at the 4-year time point based on the 10-year follow-up; Figure S9(C): ROC and AUC for cross-validation at the 6-year time point based on the 10-year follow-up; Table S1: Distribution of patient characteristics and risk factors by sex; Figure S9(D): ROC and AUC for cross-validation at the 8-year time point based on the 10-year follow-up; Table S1: Description of variables, candidate predictors and definition in this study; Table S2: Distribution of patient characteristics and risk factors by sex; Table S3: Numbers and causes of deaths by the 7-year and 10-year follow-ups; Table S4: AIC for model selection; Table S5: Model selection using SBC with best criterion value for 7-year and 10-year model; Table S6: The results of regression coefficient for 7-year and 10-year using Lasso method; Table S7: Model selection based on training data using SBC with best criterion value for 7-year and 10-year model; Table S8: Distribution of patient characteristics and risk factors by training and validation data; Table S9: Harrell's C statistic by sex based on 7-year and 10-year follow-ups.