Related Experiment Video
Updated: Mar 15, 2026

Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
Leveraging premalignant biology for immune-based cancer prevention
Avrum Spira1, Mary L Disis2, John T Schiller3
1Department of Medicine, Boston University School of Medicine, Boston, MA 02118;
Abstract:
Prevention is an essential component of cancer eradication. Next-generation sequencing of cancer genomes and epigenomes has defined large numbers of driver mutations and molecular subgroups, leading to therapeutic advances. By comparison, there is a relative paucity of such knowledge in premalignant neoplasia, which inherently limits the potential to develop precision prevention strategies. Studies on the interplay between germ-line and somatic events have elucidated genetic processes underlying premalignant progression and preventive targets. Emerging data hint at the immune system's ability to intercept premalignancy and prevent cancer. Genetically engineered mouse models have identified mechanisms by which genetic drivers and other somatic alterations recruit inflammatory cells and induce changes in normal cells to create and interact with the premalignant tumor microenvironment to promote oncogenesis and immune evasion. These studies are currently limited to only a few lesion types and patients. In this Perspective, we advocate a large-scale collaborative effort to systematically map the biology of premalignancy and the surrounding cellular response. By bringing together scientists from diverse disciplines (e.g., biochemistry, omics, and computational biology; microbiology, immunology, and medical genetics; engineering, imaging, and synthetic chemistry; and implementation science), we can drive a concerted effort focused on cancer vaccines to reprogram the immune response to prevent, detect, and reject premalignancy. Lynch syndrome, clonal hematopoiesis, and cervical intraepithelial neoplasia which also serve as models for inherited syndromes, blood, and viral premalignancies, are ideal scenarios in which to launch this initiative.
Insights
Understanding premalignant neoplasia is crucial for cancer prevention. A collaborative research effort is needed to map premalignancy biology and develop targeted cancer vaccines for early detection and rejection.
Area of Science:
- Oncology
- Immunology
- Genetics
Background:
- Cancer prevention strategies are limited by a lack of knowledge in premalignant neoplasia.
- Advances in cancer genomics highlight the need for similar insights into precancerous conditions.
- Understanding germline-somatic interactions and immune surveillance is key to intercepting cancer development.
Purpose of the Study:
- To advocate for a large-scale, multidisciplinary initiative to systematically study premalignant biology.
- To explore the role of the immune system in preventing cancer progression.
- To identify novel targets for precision prevention strategies and cancer vaccines.
Main Methods:
- Leveraging next-generation sequencing to analyze cancer genomes and epigenomes.
- Utilizing genetically engineered mouse models to study premalignant tumor microenvironments.
- Integrating diverse scientific disciplines including omics, immunology, genetics, and implementation science.
Main Results:
- Premalignant lesions are influenced by genetic drivers and somatic alterations that shape the tumor microenvironment.
- The immune system shows potential in intercepting premalignant stages.
- Current research is limited in scope regarding lesion types and patient cohorts.
Conclusions:
- A coordinated, collaborative effort is essential to comprehensively map premalignancy.
- Developing cancer vaccines targeting premalignancy could revolutionize early detection and prevention.
- Specific models like Lynch syndrome, clonal hematopoiesis, and cervical intraepithelial neoplasia are ideal starting points.
Related Concept Videos
Tumor Immunotherapy
Cancer Prevention
Some...
Cancer Vaccines
Cancer vaccines come in two categories: preventive (prophylactic) and treatment (active). Preventive vaccines, such as the Human Papillomavirus (HPV) vaccine, protect against viruses that cause certain...
Combination Therapies and Personalized Medicine
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...
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,...
Targeted Cancer Therapies
There are several types of targeted therapies against...

