To my knowledge, there is no difference between reads derived from structural and non-structural RNAs, once you get them. What is different is how hard it is to obtain such reads since, for example, primers may have to outcompete intra-molecular base pairing to bind to a structured RNA.
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Would help if you tell us which paper you read.
This is the paper i was reading.