Related Experiment Video
Updated: Jan 6, 2026

Introduction of an Integrated Pathology Image Management, Artificial Intelligence, and Reporting System
Published on: July 11, 2025
Integrating AI into the Clinical Workflows Across the Cancer Care Continuum: Opportunities and Challenges
Urmila Kulkarni Kale1,2, Gorkey Vemulapalli3
1Citadel Precision Medicine India (CPMI), Hyderabad, Telangana, India.
Abstract:
Cancer cases are projected to hit 35 million worldwide by 2050, posing a significant burden on health care systems. The cancer care continuum has evolved to precision medicine practices, provisioning personalized treatments based on multimodal and multiomics data. Contextual analysis of such diverse, voluminous, spatiotemporal patient data is beyond human cognitive capacity. Artificial Intelligence (AI) technologies are reshaping the data mining paradigm in healthcare by delivering novel data-led insights in real time. AI-based methods for cancer risk predictions, diagnosis, prognosis, and therapeutics are developed, validated, and approved, indicating readiness for integration in clinical workflows. Additional validation of AI models using real-world data representing diverse populations is recommended to address clinical, technical, regulatory, ethical, and legal challenges, along with trust issues. Integrating AI tools into cancer care workflows to augment clinical decision-making, without compromising clinical autonomy and patient safety, is essential to address the increasing demand for cancer care by 2050.
Related Concept Videos
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Current Trends in Nursing II
Nursing Clinical Information System
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
Adaptive Mechanisms in Cancer Cells
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
Interdisciplinary Care: The Health Care Team-I
Physicians
The physician's primary responsibility is to diagnose illness and direct the medical or surgical treatment of the condition. The authority to admit patients to a healthcare agency or institution and practice care within that setting is granted to physicians by the healthcare agency or institution...
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...

