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BioMark: biomarker analysis tool

  • Mehmet Ali Balikci
  • , Cyrille Mesue Njume
  • , Ali Cakmak*
  • *Bu çalışma için yazışmadan sorumlu yazar
  • Istanbul Technical University
  • Scientific and Technological Research Council of Turkey

Araştırma sonucu: Dergiye katkıMakalebilirkişi

Özet

Biomarkers play a pivotal role in disease diagnosis and prognosis by offering molecular insights into biological states. The rapid growth of high-throughput omics technologies has enabled the generation of large-scale biomarker datasets, yet analyzing these complex, high-dimensional data remains a major challenge-particularly for researchers lacking advanced computational expertise. While numerous tools exist for omics data analysis, many fall short in providing an integrated, user-friendly environment tailored specifically for biomarker discovery and interpretation. To address this gap, we present BioMark, a web-based platform designed to streamline biomarker analysis across diverse omics types. BioMark integrates robust statistical methods with widely used machine learning algorithms to support key workflows including statistical analysis, dimensionality reduction, classification, and subsequent model explanation. The platform emphasizes accessibility, offering intuitive visualizations and automated reporting to facilitate interpretation and dissemination of results. Notably, BioMark also offers a feature-ranking strategy that consolidates outputs from multiple analytical methods, enhancing the robustness of biomarker identification. By lowering the barrier to advanced biomarker analytics, BioMark empowers a broader range of researchers to uncover clinically relevant molecular signatures and accelerate translational research. Biomark is available online at https://bioinf.itu.edu.tr/biomark.

Orijinal dilİngilizce
Makale numarası42
DergiBMC Bioinformatics
Hacim27
Basın numarası1
DOI'lar
Yayın durumuYayınlandı - Ara 2026

Bibliyografik not

Publisher Copyright:
© The Author(s) 2026.

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