Comprehensive analysis of prognosis-related alternative splicing events in ovarian cancer

Abstract

Ovarian cancer (OV) is characterized by high incidence and poor prognosis. Increasing evidence indicates that aberrant alternative splicing (AS) events are associated with the pathogenesis of cancer. We examined prognosis-related alternative splicing events and constructed a clinically applicable model to predict patients’ outcomes. Public database including The Cancer Genome Atlas (TCGA), TCGA SpliceSeq, and the Genomics of Drug Sensitivity in Cancer databases were used to detect the AS expression, immune cell infiltration and IC50. The prognosis-related AS model was constructed and validated by using Cox regression, LASSO regression, C-index, calibration plots, and ROC curves. A total of eight AS events (including FLT3LG|50942|AP) were selected to establish the prognosis-related AS model. Compared with high-risk group, low-risk group had a better outcome ( P = 1.794e-06), was more sensitive to paclitaxel ( P = 0.022), and higher proportions of plasma cells. We explored the upstream regulatory mechanisms of prognosis-related AS and found that two splicing factor and 156 tag single nucleotide polymorphisms may be involved in the regulation of prognosis-related AS. In order to assess patient prognosis more comprehensively, we constructed a clinically applicable model combining risk score and clinicopathological features, and the 1 -, and 3-year AUCs of the clinically applicable model were 0.812, and 0.726, which were 7.5% and 3.3% higher than that of the risk score. We constructed a prognostic signature for OV patients and comprehensively analysed the regulatory characteristics of the prognostic AS events in OV.

Novel, alternative splicing signature to detect lymph node metastasis in prostate adenocarcinoma with machine learning

“…The corresponding RNA-seq splicing events profiles of PRAD were obtained from the TCGA SpliceSeq (16). In order to get reliable AS event data, we adopted a rigorous screening filter criteria with a sample proportion of PSI values of no less than 75% (17). The cases without the status of lymph node or lack of matched RNA-seq splicing events profiles were excluded.…”