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Final ID: Paper #: 157

Radiogenomics of Neuroblastoma: Quantitative MRI and Genetic Data Analysis

Purpose or Case Report: Radiogenomics refers to the correlation of imaging and genomic data of tumors in cancer patients. This study attempts to make correlations between biomarkers in NGS Comprehensive Solid Tumor Panel reports and MRI imaging findings in neuroblastoma patients.
Methods & Materials: Patients aged 0-7 yrs who had NGS Solid Tumor Panel testing and desired imaging sequences were compiled into a database (N=25). Primary tumor data from axial fluid sensitive sequences; T2 fse fat sat (23), Haste (1), and STIR (1) from PACS were processed using the tumor segmentation feature in the pMRI software package. Tumors were segmented by hand and segmentation was guided/approved by a radiologist with 20+ years of experience. Volume and signal intensity values were collected using pMRI. Signal intensity/heterogeneity is defined by standard deviation, kurtosis, or skew. Genetic data were collected from Solid Tumor Panel reports in EPIC.
Results: 48% (n=12) of patients were male and 52% (n=13) were female. Tumor volumes (V) ranged from 2.85-521.97 cm3. Mean age was 2.6 yrs. Independent samples T tests and two-way ANOVAs were run to correlate statistically significant findings.
Analyses showed 2p addition tumors were larger than those without: Yes; n=7, volume=333.86 cm3. No; n=18, volume=83.42 cm3, p=.009. 11q deletion tumors were larger than those without: Yes; n=5, V=305.26 cm3. No; n=20, V=115.625 cm3, p=.017.
11q deletion + 2p addition (n=3) tumors were larger than 2p addition but no 11q deletion tumors (n=4). ηp2=.29. F(1, 21)=8.792, p=.007.
MYCN amplification indicated larger tumors: Yes; n=6, V=307.5 cm3. No; n=19, V=104.9 cm3, p=.046. 1p deletions indicated larger tumors: Yes; n=6, V=203.005 cm3. No; n=19, V=103.67 cm3, p=.001.
1p deletion but no MYCN amplification (n=1) indicated larger tumors than having neither mutation (n=18). MYCN amplification but no 1p deletion (n=5) indicated larger tumors than having neither (n=18). ηp2=.25. F(1,21)=6.99, p=.015.
Heterogeneity, kurtosis, and skew of signal intensity did not meet significance.
Conclusions: Tumor volume is significant in poor prognosis genes. Collecting/analyzing these data provides detailed tumor profiles and useful information for targeted therapy development. Correlating imaging findings and genetics provides less invasive analyses and prognosis indicators. Other trends were noticed but did not meet significance. With a larger dataset, these could be proven and clinically applied. This is a future goal of this study.
  • Holroyd, Alexandria  ( Children's Hospital of Philadelphia , Mount Laurel , New Jersey , United States )
  • Khrichenko, Dmitry  ( Children's Hospital of Philadelphia , Mount Laurel , New Jersey , United States )
  • States, Lisa  ( Children's Hospital of Philadelphia , Mount Laurel , New Jersey , United States )
Session Info:

Scientific Session VI-A: Nuclear Medicine/Oncology

Nuclear Imaging/Oncology

SPR Scientific Papers

More abstracts on this topic:
Imaging and Clinical features of Congenital Neuroblastoma: Special focus on a cystic type

Hwang Sook Min, Yoo So-young, Kim Ji Hye, Jeon Tae Yeon

Prediction of the MYCN status in Neuroblastoma Using MR-based Radiomics

Holroyd Alexandria, Bai Harrison, Liu Shixin, Xiao Yanhe, Liu Yalin, Wu Jing, States Lisa

More abstracts from these authors:
Quantitative MRI Biomarkers in Pediatric Nephron Sparing Surgery

El-ali Alexander, Mittal Sameer, Boyer Kathleen, Long Christopher, States Lisa, Back Susan, Khrichenko Dmitry, Serai Suraj

How to Estimate Liver Iron Content Using MRI R2 and R2* Relaxometry with pMRI from Start to Finish

Khrichenko Dmitry

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