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Considerable evidence suggests that during the progression of complex diseases, the deteriorations are not necessarily smooth but are abrupt, and may cause a critical transition from one state to another at a tipping point.Here, we develop a model-free method to detect early-waming signals of such critical transitions, i.e., un-occurred disease state or pre-disease state even with only a small number of samples.