Abstract

Background and aim: RPS14—a structural gene for ribosomal protein S14—is a critical component of the small ribosomal subunit, and its overexpression has been indicated in many cancers including Kidney Renal Clear Cell Carcinoma (KIRC). Early diagnosis and accurate prognostic assessment remain critical challenges for the treatment of KIRC. This study aimed to investigate differential RPS14 gene expression using bioinformatics tools to examine RPS14 RNA sequencing across pathological parameters, such as cancer stage, sex, age, and genetic alterations of RPS14 in KIRC samples. Methods: Comprehensive data analysis was performed using four publicly available cancer OMICS data analysis platforms to examine RPS14 RNA sequencing across KIRC pathological stages, sex, age, and subtype. Additionally, the association between differential RPS14 expression and the KIRC tumour microenvironment was assessed. Furthermore, an analysis of the cancer genomic database was performed to analyse genomic alterations across a set of patients with KIRC. Results: More than half of the nurses (55.7%) demonstrated excellent overall competency, with the highest scores in knowledge (63.3%), experience (59.5%), and attitude (58.9%) domains. The skills domain showed the lowest percentage of excellence (48.1%). Competency level was significantly associated with marital status (p = 0.005) and attendance at patient safety training (p = 0.008), whereas age and experience were not significantly associated with both. Conclusion: RPS14 was highly upregulated in tumour samples compared to normal tissue (p=1.0 ×10-12). Sex-specific findings revealed significant upregulation in both males (p=1.0×10-12, n=345) and females (p=1.0×10-12, n=188) compared to the normal sample (n=72). RPS14 was upregulated in Caucasians (p=1.62×10-12, n=462), African-Americans (p=1.87×10-9, n=56), and Asian (4.82×10-3, n=8) compared to normal samples. RPS14 was altered in 141 (6%) of 2281 queried patients. This study detected upregulated RPS14 in KIRC samples. Further validation analyses and studies are required to determine the potential role of RPS14 as a diagnostic and prognostic biomarker and therapeutic target for KIRC.

Keywords: RPS14 · Cancer · Kidney cancer · Biomarker · Renal cell carcinoma · Genomic profile

References

  1. 1.Mohanty SK, Lobo A, Cheng L.The 2022 revision of the World Health Organization classification of tumors of the urinary system and male genital organs: advances and challenges. Hum Pathol. 2023 Jun;136:123–43.
  2. 2.Gupta K, Miller JD, Li JZ, Russell MW, Charbonneau C. Epidemiologic and socioeconomic burden of metastatic renal cell carcinoma (mRCC): a literature review.CancerTreat Rev.2008 May;34(3):193–205.
  3. 3.Zou X, Chen X, Yang J, Li Y. Identification of kidney renal clear cell carcinoma prognosis based on gene expression and clinical information. Front Mol Biosci. 2025 Aug 20;12:1630250.
  4. 4.Kampen KR, Sulima SO, Vereecke S, De Keersmaecker K. Hallmarks of ribosomopathies. Nucleic Acids Res. 2020 Feb 20;48(3):1013–28.
  5. 5.Kang J,Brajanovski N,Chan KT,Xuan J, Pearson RB, Sanij E. Ribosomal proteins and human diseases:molecular mechanisms and targeted therapy. SignalTransductTargetTher.2021 Aug 30;6(1):323.
  6. 6.Fang E, Zhang X. Identification of breast cancer hub genes and analysis of prognostic values using integrated bioinformatics analysis. Cancer Biomark.2017Dec12;21(1):373–81.
  7. 7.Zhu Z,He A,Lin L,Xu C,Cai T,Lin J. Biological functions and prognostic value of RNA Binding Proteins in clear cell Renal Cell Carcinoma. J Cancer. 2020 Sep 23;11(22):6591–600.
  8. 8.Diaz JJ, Roufa DJ. Fine-structure 234 Majmaah Journal of Health Sciences,Vol.14, Issue3, July-2026,Muharram-1448 Assessment of RPS14 in KidneyRenalClearCellCarcinomaUsingBioinformaticsAnalysis map of the human ribosomal protein gene RPS14. Mol Cell Biol. 1992 Apr;12(4):1680–6.

Peer review

Peer reviewed by 3 reviewers, who chose to remain anonymous.

Majmaah Journal of Health Sciences · eISSN 1658-8223 · Majmaah University · open access