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可切除胰腺导管腺癌中转录亚型与经过验证的 CT 放射组学评分的相关性。

Correlation of transcriptional subtypes with a validated CT radiomics score in resectable pancreatic ductal adenocarcinoma.

机构信息

Lunenfeld Tanenbaum Research Institute, Sinai Health System, Mount Sinai Hospital, Joseph & Wolf Lebovic Health Complex, 600 University Avenue, 6th Floor, Office 6 200, Toronto, ON, M5G 1X5, Canada.

Joint Department of Medical Imaging, University Health Network/Sinai Health System, 600 University Ave, 5th Floor, Toronto, ON, M5G1X5, Canada.

出版信息

Eur Radiol. 2022 Oct;32(10):6712-6722. doi: 10.1007/s00330-022-09057-y. Epub 2022 Aug 25.

Abstract

OBJECTIVES

Transcriptional classifiers (Bailey, Moffitt and Collison) are key prognostic factors of pancreatic ductal adenocarcinoma (PDAC). Among these classifiers, the squamous, basal-like, and quasimesenchymal subtypes overlap and have inferior survival. Currently, only an invasive biopsy can determine these subtypes, possibly resulting in treatment delay. This study aimed to investigate the association between transcriptional subtypes and an externally validated preoperative CT-based radiomic prognostic score (Rad-score).

METHODS

We retrospectively evaluated 122 patients who underwent resection for PDAC. All treatment decisions were determined at multidisciplinary tumor boards. Tumor Rad-score values from preoperative CT were dichotomized into high or llow categories. The primary endpoint was the correlation between the transcriptional subtypes and the Rad-score using multivariable linear regression, adjusting for clinical and histopathological variables (i.e., tumor size). Prediction of overall survival (OS) was secondary endpoint.

RESULTS

The Bailey transcriptional classifier significantly associated with the Rad-score (coefficient = 0.31, 95% confidence interval [CI]: 0.13-0.44, p = 0.001). Squamous subtype was associated with high Rad-scores while non-squamous subtype was associated with low Rad-scores (adjusted p = 0.03). Squamous subtype and high Rad-score were both prognostic for OS at multivariable analysis with hazard ratios (HR) of 2.79 (95% CI: 1.12-6.92, p = 0.03) and 4.03 (95% CI: 1.42-11.39, p = 0.01), respectively.

CONCLUSIONS

In patients with resectable PDAC, an externally validated prognostic radiomic model derived from preoperative CT is associated with the Bailey transcriptional classifier. Higher Rad-scores were correlated with the squamous subtype, while lower Rad-scores were associated with the less lethal subtypes (immunogenic, ADEX, pancreatic progenitor).

KEY POINTS

• The transcriptional subtypes of PDAC have been shown to have prognostic importance but they require invasive biopsy to be assessed. • The Rad-score radiomic biomarker, which is obtained non-invasively from preoperative CT, correlates with the Bailey squamous transcriptional subtype and both are negative prognostic biomarkers. • The Rad-score is a promising non-invasive imaging biomarker for personalizing neoadjuvant approaches in patients undergoing resection for PDAC, although additional validation studies are required.

摘要

目的

转录分类器(贝利、莫菲特和科利森)是胰腺导管腺癌(PDAC)的关键预后因素。在这些分类器中,鳞状、基底样和拟间质亚型重叠,且生存预后较差。目前,只有通过侵袭性活检才能确定这些亚型,这可能导致治疗延迟。本研究旨在探讨转录亚型与外部验证的术前 CT 基于放射组学预后评分(Rad-score)之间的关联。

方法

我们回顾性评估了 122 例接受 PDAC 切除术的患者。所有治疗决策均由多学科肿瘤委员会决定。术前 CT 的肿瘤 Rad-score 值分为高或低两类。主要终点是使用多变量线性回归调整临床和组织病理学变量(即肿瘤大小)后,转录亚型与 Rad-score 之间的相关性。次要终点是预测总生存(OS)。

结果

贝利转录分类器与 Rad-score 显著相关(系数=0.31,95%置信区间[CI]:0.13-0.44,p=0.001)。鳞状亚型与高 Rad-score 相关,而非鳞状亚型与低 Rad-score 相关(调整后 p=0.03)。多变量分析显示,鳞状亚型和高 Rad-score 均为 OS 的预后因素,风险比(HR)分别为 2.79(95%CI:1.12-6.92,p=0.03)和 4.03(95%CI:1.42-11.39,p=0.01)。

结论

在可切除的 PDAC 患者中,来自术前 CT 的外部验证的预后放射组学模型与贝利转录分类器相关。较高的 Rad-score 与鳞状亚型相关,而较低的 Rad-score 与致死性较低的亚型(免疫原性、ADEX、胰腺祖细胞)相关。

关键要点

  1. PDAC 的转录亚型已被证明具有预后意义,但需要通过侵袭性活检进行评估。

  2. 从术前 CT 获得的 Rad-score 放射组学生物标志物与贝利的鳞状转录亚型相关,两者均为负预后生物标志物。

  3. Rad-score 是一种很有前途的非侵入性成像生物标志物,可用于对接受 PDAC 切除术的患者进行新辅助治疗方法的个体化治疗,但需要进一步验证研究。

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