Patient progress in a health care facility for a certain diagnosis-related group have a few vital characteristics

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Patient progress in a health care facility for a certain diagnosis-related group have a few vital characteristics (systolic blood pressure, diastolic blood pressure, total cholesterol, weight) monitored over time. The characteristics, however, are not independent of each other. Target values for each characteristic are specified. What is an appropriate control chart in this context?
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