Profiling Precursor microRNAs of Breast Cancer From Total RNA Sequencing Data to Gain Insights Into Their Roles and Prognostic Values
Breast cancer, a molecularly heterogeneous disease, is classified into hormone receptor-positive luminal breast cancer (LBC), human epidermal growth factor receptor 2-positive breast cancer, and triple-negative breast cancer (TNBC). Precursor microRNAs (pre-miRNAs), typically form hairpin structures with a length from 65 to 80 bases, are shown to play crucial roles in breast cancer carcinogenesis. We hypothesized that these pre-miRNAs could have been sequenced in total RNA sequencing (RNA-seq) and developed a novel algorithm to profile pre-miRNAs from raw total RNA-seq data. A total of 907 breast cancer samples curated by Malaysian Breast Cancer Genetic Study (MyBrCa) were profiled using this algorithm and a comparison was made between pre-miRNA profiles and mature miRNA profiles obtained from The Cancer Genome Atlas (TCGA) dataset. We explored differentially expressed pre-miRNAs in TNBC in comparison to LBC and conducted downstream functional analyses of the target genes. A prognostic signature was built by LASSO-Cox regression on selected pre-miRNAs and validated internally and externally by MyBrCa and TCGA datasets, respectively. As a result, 10 common differentially expressed pre-miRNAs were identified. Functional analyses of these pre-miRNAs captured certain aggressive TNBC behaviors. Importantly, a pre-miRNA signature composed of 4 out of these 10 pre-miRNAs significantly prognosticated the breast cancer patients in the MyBrCa cohort and TCGA cohort, independent of conventional prognostic factors. In conclusion, this novel algorithm allows profiling pre-miRNAs from raw total RNA-seq data, which could be cross-validated with mature miRNA profiles for cross-platform comparison. The findings of this study underscore the importance of pre-miRNAs in breast cancer carcinogenesis and as prognostic factors.
Authors
- Soo‐Hwang Teo (ORCID: https://orcid.org/0000-0002-0444-590X)
- Thean‐Hock Tang
- Ewe Seng Ch’ng (ORCID: https://orcid.org/0000-0001-8831-8678)
- Sen Wu (ORCID: https://orcid.org/0000-0001-5244-4293)
- Marimuthu Citartan (ORCID: https://orcid.org/0000-0001-5395-0040)
- Jia Wern Pan (ORCID: https://orcid.org/0000-0003-0875-9831)
Institutions
- Universiti Sains Malaysia (MY)
- University of Malaya (MY)
- Cancer Research Malaysia (MY)
Publication Details
- Journal
- Genes Chromosomes and Cancer
- Published
- 2025-02-01
- DOI
- https://doi.org/10.1002/gcc.70027
- Primary Topic
- MicroRNA in disease regulation
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Yayasan Sime Darby
- Cancer Research UK
- National Institute for Health and Care Research
- University of Cambridge
- Monash University
- Ministry of Higher Education, Malaysia
- Universiti Malaya
- Monash University Malaysia
- Medical Research Council
- NIHR Cambridge Biomedical Research Centre
- Cancer Research UK Cambridge Institute, University of Cambridge