Hepatic Steatosis Detection by Computer Vision During Chest Low-Dose Computed Tomography in Lung Cancer Screening Program

D. K. Zakharova, N. Nudnov, М. R. Kodenko, R. Reshetnikov, А. P. Gonchar
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Abstract

Background. Chest low-dose computed tomography (LDCT) is used in lung cancer screening, but the study data can also be used to assess the liver condition, including the hepatic steatosis (HS) detection. However, radiologists often do not pay attention to liver changes due to the focus on the chest. Objective: to determine the prevalence of HS during chest LDST among lung cancer screening patients using a computer vision (CV) system. Material and methods. For a retrospective study, 300 chest LDCT were taken from Moscow lung cancer screening in 2018–2020. Hepatic attenuation analysis was performed by CV, the values < 40 HU were considered as HS. The text protocols of CT scans were analysed and compared with decreased hepatic attenuation revealed by CV system. Results. 291 patients were analysed, the median age for the sample was 65 [61; 70] years. The mean hepatic attenuation was 55.6 ± 14.8 HU. Hepatic attenuation < 40 HU was found in 13% patients (23 (16.1%) males and 14 (9.5%) females), a statistically significant difference was revealed among these patients (p = 0.04). Six (4.2%) males and 4 (2.7%) females were at risk for HS (40–45 HU). The examination of text protocols showed no pathology discovered in all cases. Conclusion. The prevalence of CT signs for HS among the lung cancer screening group in Moscow was 13%. The absence of HS in text protocols highlights the importance of using CV systems in the routine practice.
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肺癌筛查项目中胸部低剂量计算机断层扫描中肝脏脂肪变性的计算机视觉检测
背景。胸部低剂量计算机断层扫描(LDCT)用于肺癌筛查,但研究数据也可用于评估肝脏状况,包括肝脂肪变性(HS)检测。然而,放射科医生往往不注意肝脏的变化,因为他们关注的是胸部。目的:利用计算机视觉(CV)系统确定肺癌筛查患者胸部LDST期间HS的患病率。材料和方法。在一项回顾性研究中,2018-2020年莫斯科肺癌筛查中采集了300例胸部LDCT。肝衰减分析采用CV法,< 40 HU为HS。分析了CT扫描的文本协议,并与CV系统显示的肝脏衰减减少进行了比较。结果:共分析291例患者,样本中位年龄为65 [61];70)年。肝脏平均衰减为55.6±14.8 HU。13%的患者肝脏衰减< 40 HU,其中男性23例(16.1%),女性14例(9.5%),差异有统计学意义(p = 0.04)。男性6名(4.2%),女性4名(2.7%)存在HS (40-45 HU)风险。文本协议的检查显示,所有病例未发现病理。结论。莫斯科肺癌筛查组HS的CT征象患病率为13%。文本协议中HS的缺失突出了在日常实践中使用CV系统的重要性。
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36 weeks
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