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整合多组学分析揭示儿童和成人甲状腺癌中的关键代谢调节因子和预后生物标志物。

Integrative Multi-Omics Analysis Reveals Key Metabolic Regulators and Prognostic Biomarkers in Pediatric and Adult Thyroid Cancer.

作者信息

Ling Bin, Tian Mengran, Wang Jinmiao, Luo Wei, Yu Jialong, Wan Xing, Dong Qiman, Gao Ming, Zhao Min, Zheng Xiangqian, Ruan Xianhui

机构信息

Center for Precision Cancer Medicine and Translation Research, Tianjin Cancer Hospital Airport Hospital, Tianjin, 300060, China.

Department of Thyroid and Breast Surgery, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, 300121, China.

出版信息

J Cancer. 2025 Jul 28;16(11):3551-3566. doi: 10.7150/jca.117034. eCollection 2025.

Abstract

Thyroid cancer, including papillary thyroid carcinoma (PTC) and anaplastic thyroid carcinoma (ATC), exhibits distinct molecular characteristics in adult and pediatric populations. Understanding these differences is vital for identifying therapeutic targets and prognostic biomarkers. We performed an integrative multi-omics analysis combining proteomics, phosphoproteomics, metabolomics, and RNA sequencing data from adult and pediatric thyroid cancer cohorts. Differential expression analyses were conducted for all the multi-omics data with false discovery rate adjustments. Enzyme mapping of metabolites was performed using MetaBridge, while cross-omics integration revealed 46 key genes associated with reprogrammed energy metabolism. Clinical relevance was evaluated through survival analyses on cBioPortal and KM plotter platforms, and immunotherapy responses were assessed based on gene expression profiles. The 46 identified genes, primarily involved in mitochondrial energy metabolism and oxidative phosphorylation, were strongly associated with poor disease-free and overall survival in PTC and ATC patients. In ATC, a high tumor mutation burden correlated with worse outcomes, underscoring its prognostic value. Additionally, seven genes (AK2, SUCLG2, NDUFV2, GLUD1, HADHA, ALDH1A1, and NADSYN1) were linked to improved responses to anti-PD-1 immunotherapy, highlighting their potential as biomarkers for treatment stratification. Furthermore, functional studies reveal that AK2 plays a key role in thyroid cancer progression. This study offers critical insights into thyroid cancer biology and provides a foundation for targeted therapies and personalized immunotherapy strategies to improve patient outcomes.

摘要

甲状腺癌,包括乳头状甲状腺癌(PTC)和间变性甲状腺癌(ATC),在成人和儿童群体中表现出不同的分子特征。了解这些差异对于确定治疗靶点和预后生物标志物至关重要。我们进行了一项综合多组学分析,结合了来自成人和儿童甲状腺癌队列的蛋白质组学、磷酸蛋白质组学、代谢组学和RNA测序数据。对所有多组学数据进行了差异表达分析,并进行了错误发现率调整。使用MetaBridge对代谢物进行酶映射,而跨组学整合揭示了46个与能量代谢重编程相关的关键基因。通过在cBioPortal和KM plotter平台上进行生存分析评估临床相关性,并根据基因表达谱评估免疫治疗反应。所确定的46个基因主要参与线粒体能量代谢和氧化磷酸化,与PTC和ATC患者的无病生存期和总生存期较差密切相关。在ATC中,高肿瘤突变负担与更差的预后相关,突出了其预后价值。此外,七个基因(AK2、SUCLG2、NDUFV2、GLUD1、HADHA、ALDH1A1和NADSYN1)与抗PD-1免疫治疗反应改善相关,突出了它们作为治疗分层生物标志物的潜力。此外,功能研究表明AK2在甲状腺癌进展中起关键作用。这项研究为甲状腺癌生物学提供了关键见解,并为改善患者预后的靶向治疗和个性化免疫治疗策略奠定了基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/47a2/12374938/5a6aaddad95d/jcav16p3551g001.jpg

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