Predictive and prognostic markers research encompass vital biological indicators used to forecast disease outcomes or responses to treatments, particularly in oncology. This research category explores tools like prognostic biomarkers that estimate disease progression, and predictive markers that anticipate therapy effectiveness. Understanding prognostic vs predictive biomarkers examples is essential for advancing personalized medicine. As a subset of BIOMEDICAL AND CLINICAL SCIENCES focused on oncology and carcinogenesis, research here informs cancer diagnosis and treatment. JoVE Visualize enriches this field by pairing PubMed articles with JoVE’s experiment videos, offering researchers and students a clearer grasp of investigative techniques and findings.
Established methods in this field include tissue immunohistochemistry, gene expression profiling, and biomarker validation through clinical cohorts. Techniques like PCR and next-generation sequencing are regularly used to quantify molecular markers that differentiate prognostic vs predictive biomarkers examples in cancers, especially breast tumours. Statistical models analyzing prognostic vs predictive factors help refine marker utility in clinical decision-making. These core approaches underpin much of the current understanding of diagnostic, prognostic, and predictive biomarkers in cancer research.
Recent advances emphasize multi-omics integration, single-cell sequencing, and machine learning to identify novel predictive and prognostic markers with higher precision. Techniques such as spatial transcriptomics and liquid biopsy are becoming increasingly relevant for capturing tumor heterogeneity in real time. These innovative methods contribute to a more nuanced understanding of prognostic marker meaning in complex cancers and support dynamic patient stratification. By leveraging such tools, researchers are improving the accuracy and applicability of predictive and prognostic biomarkers in clinical oncology.
Mert Hamza Özbilen, Erkin Karaca, Burak Sağmak, Yusuf Enes Kök, Mehmet Çağlar Çakıcı, Aygül Polat Kelle, Erdem Kısa, Gökhan Koç, Hakan Erçil
Tian Zhu, Jianlei Wang, Yue Wang, Chunmiao Wen, Yu Han, Yahong Hu, Yujia Wang
Mehmet Mustafa Tilekli, Nilüfer Acar Tek
Bronwyne Coetzee, Phillipa Haine, Marnus Janse van Vuuren, Ashraf Kagee
Yang Yue, Kang Zhang, Reymart Rondez Toñacao, Yu Chen, Laizheng Jiao
Peter Bennett, Stephen J Hahn, Stephen Daniels
Scott A Hrnack
Lingling Li, Wenmeng Li, Jing Liao, Peiying Li, Changgeng Dai, Hongbo Li