https://orcid.org/0000-0002-7881-8430
Figures & data
Figure 1 Flowchart.
Figure 2 Experimental design.
Table 1 Comparison of the Clinical Characteristics and PSG Indicators Between Patients with OSA with Comorbidity of NT1 and Without Comorbidity of NT1
Figure 3 Lasso regression. (A) LASSO coefficient path. (B) Cross-verification.
Table 2 Comparison of the Prediction Performance of NT1 in Patients with OSA Between Nine Machine Learning Models
Figure 4 Predictive performance of nine machine learning models for NT1 in patients with OSA. (A) ROC curve. (B) Calibration curve. (C) DCA. (D) PR.
Figure 5 (A) ROCs for the training and testing set. (B) 5-fold cross validation in the training set.
Figure 6 Feature importance. (A) The SHAP feature importance ranking graph. (B) The SHAP summary plot.
Figure 7 Cases of website usage. (A) Case 1 without comorbid NT1. (B) Case 2 with comorbid NT1.
Data Sharing Statement
The data that support the findings of this study are available from the corresponding author (Yonghong Liu) upon reasonable request.