Radiogenomic-based multiomic analysis reveals imaging intratumor heterogeneity phenotypes and therapeutic targets

Author:

Su Guan-Hua1ORCID,Xiao Yi1ORCID,You Chao2ORCID,Zheng Ren-Cheng3ORCID,Zhao Shen1ORCID,Sun Shi-Yun2ORCID,Zhou Jia-Yin2ORCID,Lin Lu-Yi2,Wang He3ORCID,Shao Zhi-Ming1ORCID,Gu Ya-Jia2ORCID,Jiang Yi-Zhou1ORCID

Affiliation:

1. Key Laboratory of Breast Cancer in Shanghai, Department of Breast Surgery, Fudan University Shanghai Cancer Center and Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China.

2. Department of Radiology, Fudan University Shanghai Cancer Center and Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China.

3. Institute of Science and Technology for Brain-inspired Intelligence, Fudan University, Shanghai 201203, China.

Abstract

Intratumor heterogeneity (ITH) profoundly affects therapeutic responses and clinical outcomes. However, the widespread methods for assessing ITH based on genomic sequencing or pathological slides, which rely on limited tissue samples, may lead to inaccuracies due to potential sampling biases. Using a newly established multicenter breast cancer radio-multiomic dataset ( n = 1474) encompassing radiomic features extracted from dynamic contrast–enhanced magnetic resonance images, we formulated a noninvasive radiomics methodology to effectively investigate ITH. Imaging ITH (IITH) was associated with genomic and pathological ITH, predicting poor prognosis independently in breast cancer. Through multiomic analysis, we identified activated oncogenic pathways and metabolic dysregulation in high-IITH tumors. Integrated metabolomic and transcriptomic analyses highlighted ferroptosis as a vulnerability and potential therapeutic target of high-IITH tumors. Collectively, this work emphasizes the superiority of radiomics in capturing ITH. Furthermore, we provide insights into the biological basis of IITH and propose therapeutic targets for breast cancers with elevated IITH.

Publisher

American Association for the Advancement of Science (AAAS)

Subject

Multidisciplinary

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