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Nano-Radiomics Analyzes Imaging Data to Assess Changes in Tumor Microenvironment

Research has shown that the tumor microenvironment (TME) can help cancers grow and evade the immune response. The TME has even been shown to inhibit cellular immunotherapy, a novel form of treatment in which the cells of a patient's immune system are re-engineered in the lab to attack cancer cells.

Therefore, scientists are now developing cellular immunotherapies that attempt not only to promote the anti-cancer activity of the immune system, but also combat the inhibitory effect of the tumor microenvironment. While it is straightforward to assess the effect of new therapies on the cancer cells, assessing the effectiveness on the TME is challenging.

A research team led by scientists at Baylor College of Medicine and Texas Children's Hospital developed a new approach called nano-radiomics that utilizes complex analyses of imaging data to assess changes in the tumor microenvironment that cannot be detected with conventional imaging methods.

This approach, published in the journal Science Advances, provides the promise of a new noninvasive means to enhance current imaging methods in measuring and monitoring the effectiveness of cellular immunotherapies designed to specifically target the TME.

"Understanding the response of the tumor microenvironment to anti-cancer therapy is becoming increasingly important," said co-corresponding author Dr. Robin Parihar, assistant professor of pediatric hematology-oncology at Baylor and Texas Children's and a member of Baylor's Center for Cell and Gene Therapy, "particularly when the tumor microenvironment is inhibiting the anti-tumor effectiveness of cellular immunotherapies that are engineered to attack the cancer."

Currently, imaging technologies such as computed tomography (CT) or magnetic resonance imaging (MRI) generate three-dimensional images that provide information about the overall tumor response to therapy, for instance, whether it is growing or shrinking, but provide very little, if any, information about the TME.

Parihar approached Dr. Ketan Ghaghada, assistant professor of radiology at Baylor and a member of the Translational Imaging Group (TIGr) at Texas Children's, and their laboratories began a collaboration to develop a noninvasive method to assess the effect of a cellular immunotherapy treatment specifically directed at the TME.

Nano-radiomics unveils treatment effect on the tumor microenvironment

Parihar, Ghaghada and their colleagues developed nano-radiomics, a novel method that combines imaging technology using a nanoparticle contrast agent, with radiomics for computational mining of 3-D imaging data.

"Radiomics is an emerging area in the field of radiology wherein images are analyzed to extract information that may reveal patterns or textures in the tumor that are not visible to the naked eye. To enhance the quality of the images, we used a nanoparticle contrast agent developed in our lab that has a different pattern of distribution within the tumor than traditional contrast agents, one that is indicative of changes in the TME," said Ghaghada, co-corresponding author of this work and a member of Baylor's Dan L Duncan Comprehensive Cancer Center.

Using mouse models of cancer, the researchers treated one group of animals with a cellular immunotherapy that effectively eliminated the TME and another group with a placebo. Both groups received the nanoparticle contrast agent followed by a CT scan.

Radiomics analysis of the imaging data of both groups showed that nano-radiomics revealed texture-based features that distinguished the two groups while traditional CT scans did not, suggesting that this new approach has the potential to enhance the ability of clinicians to noninvasively assess the effect of treatments directed at the TME, ultimately enhancing the impact of cancer treatment and management.

Other contributors to this work include Laxman Devkota, Zbigniew Starosolski, Charlotte H. Rivas, Igor Stupin and Ananth Annapragada. The authors are affiliated with one or more of the following institutions: Baylor College of Medicine, Texas Children's Hospital and Houston Methodist Hospital.

This work was supported by funding from Texas Children's Hospital Pediatric Pilot Research Award, American Cancer Society (MRSG-16-196-01-LIB), and the NIH (NCI/NIDCR 1U01DE028233-01).


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