We develop a model-free method to detect early-warning signals of such critical transitions,even with only a small number of samples.We derive an index based on a dynamical network biomarker(DNB)that serves as a general early-warning signal indicating an imminent bifurcation or sudden deterioration before the critical transition occurs.