Yeah. You are correct but I am wondering is there a way to do this using Hadoop.
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The simplest method would be to just run each chromosome (or a part thereof, depending on how many cores you have, how the data is stored, etc.) on a separate core somewhere on the cluster. This actually has nothing to do with hadoop other than the fact that the cluster is likely using it for file storage.
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