Related Experiment Video
Updated: Feb 28, 2026
06:19
Constructing and Visualizing Models using Mime-based Machine-learning Framework
Published on: July 22, 2025
2.7K
Integrative multi-omics and machine learning/deep learning approaches in cancer knowledge discovery: A scoping review
Nada Benabbou1, Mounia Abik1, Shakuntala Baichoo2
1Software Engineering Department, Ensias, Mohammed V University, Rabat, Morocco.
Cancer Treatment and Research Communications
|February 25, 2026
Summary
Artificial intelligence (AI) in cancer research, using machine learning (ML) and deep learning (DL) with multiomics data, shows promise. Standardization of AI integration methods is needed for better cancer prediction and subtyping.
Area of Science:
- Oncology and Computational Biology
- Artificial Intelligence in Medicine
- Bioinformatics and Data Science
Background:
- The application of AI, specifically ML and DL, is rapidly advancing cancer research and data analysis.
- Integrating multiomics data (genomics, transcriptomics, proteomics) offers a comprehensive approach to understanding cancer complexity.
- There is a growing need to evaluate current methods for multiomics integration in oncology.
Conclusions:
- Multiomics integration, powered by AI, is vital for advancing cancer understanding, prediction, and classification.
- The current literature reveals a need for greater standardization in multiomics integration methods.
- Further research and standardization are essential for robust AI-driven clinical applications in oncology.
Related Concept Videos
02:02Genomics
41.1K
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
41.1K
02:50Combination Therapies and Personalized Medicine
6.2K
Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
6.2K
02:53Adaptive Mechanisms in Cancer Cells
7.2K
Cancer cells accumulate genetic changes at an abnormally rapid rate due to the defects in the DNA repair mechanisms. From an evolutionary perspective, such genetic instability is advantageous for cancer development. Mutant cell lines accumulate a series of beneficial mutations that contribute to their progression into cancer.
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
7.2K
02:57Targeted Cancer Therapies
9.0K
The targeted cancer therapies, also known as “molecular targeted therapies,” take advantage of the molecular and genetic differences between the cancer cells and the normal cells. It needs a thorough understanding of the cancer cells to develop drugs that can target specific molecular aspects that drive the growth, progression, and spread of cancer cells without affecting the growth and survival of other normal cells in the body.
There are several types of targeted therapies against...
There are several types of targeted therapies against...
9.0K