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一份运用基因组学、病理组学和放射组学对罕见人类肿瘤进行研究的先进分子医学病例报告。

An advanced molecular medicine case report of a rare human tumor using genomics, pathomics, and radiomics.

作者信息

Ma Li, Peterson Erich A, Shin Ik Jae, Muesse Jason, Marino Katy, Steliga Mathew A, Atiq Omar, Arnaoutakis Konstantinos, Wardell Christopher, Wooldridge Jacob, Prior Fred, Johann Donald J

机构信息

Winthrop P. Rockefeller Cancer Institute, University of Arkansas for Medical Sciences, Little Rock, AR, United States.

Department of Information Science, University of Arkansas at Little Rock, Little Rock, AR, United States.

出版信息

Front Genet. 2023 Feb 10;13:987175. doi: 10.3389/fgene.2022.987175. eCollection 2022.

Abstract

Pulmonary Sclerosing Pneumocytoma (PSP) is a rare tumor of the lung with a low malignant potential that primarily affects females. Initial studies of PSP focused primarily on analyzing features uncovered using conventional X-ray or CT imaging. In recent years, because of the widespread use of next-generation sequencing (NGS), the study of PSP at the molecular-level has emerged. Analytical approaches involving genomics, radiomics, and pathomics were performed. Genomics studies involved both DNA and RNA analyses. DNA analyses included the patient's tumor and germline tissues and involved targeted panel sequencing and copy number analyses. RNA analyses included tumor and adjacent normal tissues and involved studies covering expressed mutations, differential gene expression, gene fusions and molecular pathways. Radiomics approaches were utilized on clinical imaging studies and pathomics techniques were applied to tumor whole slide images. A comprehensive molecular profiling endeavor involving over 50 genomic analyses corresponding to 16 sequencing datasets of this rare neoplasm of the lung were generated along with detailed radiomic and pathomic analyses to reveal insights into the etiology and molecular behavior of the patient's tumor. Driving mutations (AKT1) and compromised tumor suppression pathways (TP53) were revealed. To ensure the accuracy and reproducibility of this study, a software infrastructure and methodology known as NPARS, which encapsulates NGS and associated data, open-source software libraries and tools including versions, and reporting features for large and complex genomic studies was used. Moving beyond descriptive analyses towards more functional understandings of tumor etiology, behavior, and improved therapeutic predictability requires a spectrum of quantitative molecular medicine approaches and integrations. To-date this is the most comprehensive study of a patient with PSP, which is a rare tumor of the lung. Detailed radiomic, pathomic and genomic molecular profiling approaches were performed to reveal insights regarding the etiology and molecular behavior. In the event of recurrence, a rational therapy plan is proposed based on the uncovered molecular findings.

摘要

肺硬化性肺细胞瘤(PSP)是一种罕见的肺部肿瘤,恶性潜能较低,主要影响女性。对PSP的初步研究主要集中在分析传统X射线或CT成像所发现的特征。近年来,由于下一代测序(NGS)的广泛应用,对PSP的分子水平研究应运而生。开展了涉及基因组学、放射组学和病理组学的分析方法。基因组学研究包括DNA和RNA分析。DNA分析包括患者的肿瘤组织和生殖系组织,涉及靶向基因panel测序和拷贝数分析。RNA分析包括肿瘤组织和相邻正常组织,涉及对表达突变、差异基因表达、基因融合和分子途径的研究。放射组学方法应用于临床影像研究,病理组学技术应用于肿瘤全切片图像。生成了一项全面的分子特征分析工作,涉及对应于该罕见肺部肿瘤16个测序数据集的50多项基因组分析,以及详细的放射组学和病理组学分析,以揭示患者肿瘤的病因和分子行为。揭示了驱动突变(AKT1)和受损的肿瘤抑制途径(TP53)。为确保本研究的准确性和可重复性,使用了一种称为NPARS的软件基础设施和方法,该方法封装了NGS及相关数据、开源软件库和工具(包括版本)以及大型复杂基因组研究的报告功能。从描述性分析转向对肿瘤病因、行为的更功能性理解以及改善治疗可预测性,需要一系列定量分子医学方法和整合。迄今为止,这是对PSP患者最全面的研究,PSP是一种罕见的肺部肿瘤。进行了详细的放射组学、病理组学和基因组分子特征分析方法,以揭示有关病因和分子行为的见解。在复发的情况下,根据所发现的分子结果提出合理的治疗方案。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1bd4/9951004/42ccbf3ee00a/fgene-13-987175-g001.jpg

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