We developed IsoRefiner to identify full-length transcripts via long-read RNA-seq and found a cryptic exon in the MNAT1 gene in ALS and FTD patients, suggesting its role in TDP-43 proteinopathy. Here, MNAT1 is linked to frontotemporal dementia.