Emerging hallmarks and the rise of complexities and heterogeneity of tumor
Hasmiq L. Arora, Gopinath Sekar, Anushka Phadnis, Anjali Bahot, Dhanashree Bomle, Vaidehi Patel, Jayanta K. Pal, Sachin C. Sarode, Nilesh Kumar Sharma

TL;DR
This paper reviews and expands the concept of tumor hallmarks to better understand cancer complexity and improve precision oncology.
Contribution
It proposes a unified hierarchical model linking classical and emerging tumor hallmarks using AI-powered multi-omics integration.
Findings
Expands tumor hallmark view across multiple biological frameworks.
Proposes refined segregation to capture cancer complexity and heterogeneity.
Highlights AI-powered multi-omics integration for precision oncology.
Abstract
Cancer is known for its complexities and heterogeneity due to genetic, epigenetic, known, and unknown environmental components. From time to time, incremental viewpoints on the expanding landscape of tumor hallmarks, including sustained proliferation, evasion of cell death, immune evasion, metabolic reprogramming, and the metabolic-epigenomic-immune axis, are presented. Unifying old and new tumor hallmarks may offer progressive platforms for new diagnostic, therapeutic, and monitoring approaches to therapy responses. Here, we strive to present an updated framework at intracellular, cellular, intercellular, and extracellular levels, assisted by emerging technologies such as OMICS and super-resolution imaging technologies. This review emphasizes that understanding emerging tumor hallmarks may help reveal the dynamics and heterogeneity of tumors. This could lead to sustainable diagnosis,…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
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Taxonomy
TopicsCancer Research and Treatments · Ferroptosis and cancer prognosis · Cancer, Hypoxia, and Metabolism
