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皮肤鳞状细胞癌神经周围扩散的不寻常形态学表现:综合分子分析和机器学习辅助诊断

Unusual Morphologic Presentation of Perineural Spread From Cutaneous Squamous Cell Carcinoma: Diagnosis Aided by Comprehensive Molecular Analysis and Machine Learning.

作者信息

Ramineni Madhurya, Ghani Hassan, Smoller Bruce R, Bharadwaj Rajnish

机构信息

Department of Pathology, University of Rochester Medical Center, Rochester, New York, USA.

Caris Life Sciences, Phoenix, Arizona, USA.

出版信息

J Cutan Pathol. 2025 Sep;52(9):568-573. doi: 10.1111/cup.14832. Epub 2025 Jun 30.

DOI:10.1111/cup.14832
PMID:40587967
Abstract

Neoplasms of unknown primary frequently pose a diagnostic challenge due to their nonspecific morphological and immunohistochemical features. Definitive classification of these neoplasms has a profound impact on treatment decisions. Mutational and gene expression profiling can provide diagnostic and prognostic information in these challenging cases. We present a case of pontine and cranial nerve lesions in an elderly male with no clinically identifiable index lesion at the time of presentation. The lesion's morphology and immunoprofile did not provide a definitive diagnosis. The whole-exome and transcriptome sequencing identified a UV signature confirming the tumor's cutaneous origin. In addition, pathogenic mutations in multiple genes, including those frequently associated with squamous cell carcinoma (e.g., NOTCH1), were identified. The molecular data was also analyzed by "Caris MI GPSai," a machine-learning algorithm that compares the neoplasm's gene expression and mutational profile against an extensive reference database of genomic and transcriptomic alterations observed in various neoplasms. This predicted the cancer to be cutaneous squamous cell carcinoma with a 66% probability, enabling appropriate treatment for the patient. This case highlights the deceptive morphology of cutaneous squamous cell carcinoma with perineural spread and demonstrates how molecular profiling with machine learning can aid in achieving a definitive diagnosis.

摘要

原发性不明肿瘤因其非特异性的形态学和免疫组化特征,常常给诊断带来挑战。这些肿瘤的明确分类对治疗决策有着深远影响。在这些具有挑战性的病例中,突变和基因表达谱分析能够提供诊断和预后信息。我们报告一例老年男性桥脑和颅神经病变病例,患者就诊时临床上未发现明确的原发病变。病变的形态学和免疫表型未能提供明确诊断。全外显子组和转录组测序发现了紫外线特征,证实肿瘤起源于皮肤。此外,还鉴定出多个基因的致病突变,包括那些常与鳞状细胞癌相关的基因(如NOTCH1)。分子数据还通过“Caris MI GPSai”进行分析,这是一种机器学习算法,可将肿瘤的基因表达和突变谱与在各种肿瘤中观察到的广泛的基因组和转录组改变参考数据库进行比较。这预测该癌症为皮肤鳞状细胞癌的概率为66%,从而能够为患者实施恰当的治疗。该病例突出了伴有神经周围扩散的皮肤鳞状细胞癌具有欺骗性的形态,并展示了机器学习分子谱分析如何有助于实现明确诊断。

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本文引用的文献

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Squamoid Eccrine Ductal Carcinoma Displays Ultraviolet Mutations and Intermediate Gene Expression Relative to Squamous Cell Carcinoma, Microcystic Adnexal Carcinoma, and Porocarcinoma.鳞样汗管型导管癌相对于鳞状细胞癌、微囊性附件腺癌和阴茎癌显示出紫外线突变和中间基因表达。
Mod Pathol. 2024 Nov;37(11):100592. doi: 10.1016/j.modpat.2024.100592. Epub 2024 Aug 21.
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Uncovering the hidden risk of metastatic cutaneous basal cell carcinoma by molecular profiling: A retrospective review.通过分子图谱揭示转移性皮肤基底细胞癌的潜在风险:一项回顾性研究。
JAAD Int. 2024 May 24;16:189-191. doi: 10.1016/j.jdin.2024.05.004. eCollection 2024 Sep.
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Mutational Profiles of Cutaneous Squamous Cell Carcinomas with Different Patterns of Clinical Aggression from Head and Neck Regions.
来自头颈部不同临床侵袭模式的皮肤鳞状细胞癌的突变谱
Cancers (Basel). 2024 May 22;16(11):1956. doi: 10.3390/cancers16111956.
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Enzyme-mediated depletion of methylthioadenosine restores T cell function in MTAP-deficient tumors and reverses immunotherapy resistance.酶介导的甲基硫腺苷耗竭恢复 MTAP 缺陷肿瘤中的 T 细胞功能并逆转免疫治疗耐药性。
Cancer Cell. 2023 Oct 9;41(10):1774-1787.e9. doi: 10.1016/j.ccell.2023.09.005. Epub 2023 Sep 28.
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Whole-Exome Sequencing of a Case of Squamoid Eccrine Ductal Carcinoma Reveal Similarities With Cutaneous Squamous Cell Carcinoma.对一例棘层状汗管导管癌的全外显子组测序显示其与皮肤鳞状细胞癌具有相似性。
Am J Dermatopathol. 2023 Jul 1;45(7):495-498. doi: 10.1097/DAD.0000000000002456.
6
Validation of a Transcriptome-Based Assay for Classifying Cancers of Unknown Primary Origin.基于转录组学的分类不明原发癌检测方法的验证。
Mol Diagn Ther. 2023 Jul;27(4):499-511. doi: 10.1007/s40291-023-00650-5. Epub 2023 Apr 26.
7
Comparing Genomic Landscapes of Oral and Cutaneous Squamous Cell Carcinoma of the Head and Neck: Quest for Novel Diagnostic Markers.比较头颈部口腔和皮肤鳞状细胞癌的基因组图谱:寻找新的诊断标志物。
Mod Pathol. 2023 Aug;36(8):100190. doi: 10.1016/j.modpat.2023.100190. Epub 2023 Apr 18.
8
Molecular Mechanisms of Cutaneous Squamous Cell Carcinoma.皮肤鳞状细胞癌的分子机制。
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