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Facing the limited resource of smartphones, asynchronous programming significantly improves the performance of Android applications. Android provides several packaged components to ease the development of asynchronous programming. Among them, the AsyncTask component is widely used by developers since it is easy to implement. However, the abuse of AsyncTask component can decrease responsiveness and even lead to crashes. By investigating the Android Developer Documentation and technical forums, we summarize five misuse patterns about AsyncTask. To detect them, we propose a flow, context, object and field-sensitive interprocedural static analysis approach. Specifically, the static analysis includes typestate analysis, reference analysis and loop analysis. Based on the AsyncTask-related information obtained during static analysis, we check the misuse according to predefined detection rules. The proposed approach is implemented into a tool called AsyncChecker. We evaluate AsyncChecker on a self-designed benchmark suite called AsyncBench and 1,759 real-world apps.