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Biological Age Acceleration and Colonic Polyps in Persons under Age 50. 50岁以下人群的生物年龄加速与结肠息肉。
Pub Date : 2025-02-03 DOI: 10.1158/1940-6207.CAPR-24-0317
Chloe M Brown, Maria V Yow, Shria Kumar

Epigenetic clocks can quantify DNA methylation by measuring the methylation levels at specific sites in the genome, which correlate with biological age (BA). Accelerated aging, where BA exceeds chronologic age, has been studied in relation to cancer development, but its utility in cancer prevention remains unclear. Accelerated aging holds promise as a tool to explain the increase in early-onset colorectal cancer (EOCRC). We investigate the association of accelerated aging and the presence of preneoplastic polyps (PNP) in the colon, defined as tubular adenomas and sessile serrated adenomas. In this study of persons under age 50 undergoing colonoscopy, we used peripheral blood samples to determine BA and age acceleration metrics. Age acceleration was determined by interrogating DNA methylation at specific CpG sites across the genome, which has been shown to correlate with age. We then conducted logistic regression analyses to evaluate the association between age acceleration and PNPs. In total, 51 patient samples were evaluated. We found that that the odds of harboring a PNP are 16% higher with 1 year of accelerated aging, as measured by GrimAge. However, the strongest risk factor for PNPs remained male sex. This represents one of the first studies to explore accelerated aging and PNP in patients under the age of 50. A risk-stratified approach to EOCRC screening would minimize unnecessary colonoscopies and minimize healthcare burden while addressing the increase in EOCRC. Our findings suggest that BA calculations with peripheral blood collections could be an important component of such a risk model. Prevention Relevance: Understanding the association of accelerated aging and colorectal PNPs presents an opportunity to develop a risk-stratified approach to colorectal cancer screening in young persons.

表观遗传时钟可以通过测量基因组中特定位点的甲基化水平来量化DNA甲基化,这与生物年龄(BA)相关。加速衰老,即BA超过实际年龄,已被研究与癌症发展的关系,但其在预防癌症方面的效用尚不清楚。加速衰老有望作为解释早发性结直肠癌(EOCRC)增加的工具。我们研究了加速衰老和结肠肿瘤前息肉(PNP)存在的关系,定义为管状腺瘤和无底锯齿状腺瘤。在这项研究中,年龄在50岁以下的人接受结肠镜检查,我们使用外周血样本来确定BA和年龄加速指标。年龄加速是通过询问基因组中特定CpG位点的DNA甲基化来确定的,这已被证明与年龄相关。然后,我们进行了逻辑回归分析来评估年龄加速与PNPs之间的关系。总共评估了51例患者样本。我们发现,根据GrimAge的测量,1年的加速衰老,患PNP的几率会高出16%。然而,PNPs的最大风险因素仍然是男性。这是首批探索50岁以下患者加速衰老和PNP的研究之一。EOCRC筛查的风险分层方法可以减少不必要的结肠镜检查,减少医疗负担,同时解决EOCRC的增加问题。我们的研究结果表明,外周血采集的BA计算可能是这种风险模型的重要组成部分。预防相关性:了解加速衰老和结直肠癌PNPs之间的关系,为制定年轻人结直肠癌筛查的风险分层方法提供了机会。
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引用次数: 0
Reproductive and Hormonal Factors and Thyroid Cancer Risk: Pooled Analysis of Prospective Cohort Studies in the Asia Cohort Consortium.
Pub Date : 2025-01-23 DOI: 10.1158/1940-6207.CAPR-24-0330
Sayada Zartasha Kazmi, Aesun Shin, Sarah K Abe, Md Rashedul Islam, Md Shafiur Rahman, Eiko Saito, Sooyoung Cho, Ryoko Katagiri, Melissa A Merritt, Ji-Yeob Choi, Xiao-Ou Shu, Norie Sawada, Akiko Tamakoshi, Ritsu Sakata, Atsushi Hozawa, Seiki Kanemura, Jeongseon Kim, Yumi Sugawara, Sue K Park, Hui Cai, Shoichiro Tsugane, Takashi Kimura, Habibul Ahsan, Paolo Boffetta, Kee Seng Chia, Keitaro Matsuo, You-Lin Qiao, Nathaniel Rothman, Wei Zheng, Manami Inoue, Daehee Kang

Given the female predominance of thyroid cancer (TC), particularly in the reproductive age range, female sex hormones have been proposed as an aetiology; however, previous epidemiological studies have shown conflicting results. We conducted a pooled analysis using individual data from 9 prospective cohorts in the Asia Cohort Consortium, to explore the association between 10 female reproductive and hormonal factors and TC risk. Using Cox proportional hazards models, cohort-specific hazard ratios (HRs) and 95% confidence intervals (CIs) were estimated and then pooled using a random-effects model. Analyses were stratified by country, birth years, smoking status, body mass index, and TC risk based on age of diagnosis was also examined. Among 259,649 women followed for a mean 17.2 years, 1,353 incident TC cases were identified, 88% (n=1,140) being papillary TC. Older age at first delivery (≥26 vs 21-25 years) was associated with increased TC risk (p-trend=0.003, HR=1.16, 95% CI:1.03-1.31), particularly when diagnosed later in life (≥55 vs <55 years) [p-trend=0.003; HR=1.19, 95% CI:1.02-1.39]. Among younger birth cohorts, women with more number of deliveries showed an increased TC risk [p-trend=0.0001, HR=2.40, 95% CI:1.12-5.18 (≥5 vs 1-2 children)], and there was no substantial trend in older cohorts. Distinct patterns were observed for the number of deliveries and TC risk across countries, with a significant positive association for Korea [p-trend=0.0008, HR=1.89, 95% CI:1.21-2.94 (≥5 vs 1-2 children)], and non-significant inverse associations for China and Japan. Contextual and macrosocial changes in reproductive factors in Asian countries may influence thyroid cancer risk.

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引用次数: 0
Development and Evaluation of an Automated Multimodal Mobile Detection of Oral Cancer (mDOC) Imaging System to Aid in Risk-based Management of Oral Mucosal Lesions. 口腔癌自动多模态移动检测(mDOC)成像系统的开发和评估,以帮助基于风险的口腔黏膜病变管理。
Pub Date : 2025-01-16 DOI: 10.1158/1940-6207.CAPR-24-0253
Ruchika Mitbander, David Brenes, Jackson B Coole, Alex Kortum, Imran S Vohra, Jennifer Carns, Richard A Schwarz, Ida Varghese, Safia Durab, Sean Anderson, Nancy E Bass, Ashlee D Clayton, Hawraa Badaoui, Loganayaki Anandasivam, Rachel A Giese, Ann M Gillenwater, Nadarajah Vigneswaran, Rebecca Richards-Kortum

Oral cancer is a major global health problem. It is commonly diagnosed at an advanced stage although often preceded by clinically visible oral mucosal lesions, termed oral potentially malignant disorders associated with an increased risk for oral cancer development. There is an unmet clinical need for effective screening tools to assist front-line healthcare providers to determine which patients should be referred to an oral cancer specialist for evaluation. This study reports the development and evaluation of the mobile Detection of Oral Cancer (mDOC) imaging system and an automated algorithm that generates a referral recommendation from mDOC images. mDOC is a smartphone-based autofluorescence and white light imaging tool that captures images of the oral cavity. Data were collected with mDOC from a total of 332 oral sites in a study of 29 healthy volunteers and 120 patients seeking care for an oral mucosal lesion. A multimodal image classification algorithm was developed to generate a recommendation of "Refer" or "Do Not Refer" from mDOC images, using expert clinical referral decision as the ground truth label. A referral algorithm was developed using cross-validation methods on 80% of the dataset, then retrained and evaluated on a separate holdout test set. Referral decisions generated in the holdout test set had a sensitivity of 93.9% and a specificity of 79.3% with respect to expert clinical referral decisions. The mDOC system has the potential to be utilized in community physicians' and dentists' offices to help identify patients who need further evaluation by an oral cancer specialist.

口腔癌是一个重大的全球健康问题。它通常在晚期被诊断出来,尽管通常在临床可见的口腔粘膜病变之前,称为口腔潜在恶性疾病,与口腔癌发展的风险增加有关。临床需要有效的筛查工具来帮助一线医疗保健提供者确定哪些患者应该转介给口腔癌专家进行评估。本研究报告了口腔癌移动检测(mDOC)成像系统的开发和评估,以及从mDOC图像生成转诊推荐的自动算法。mDOC是一种基于智能手机的自身荧光和白光成像工具,可捕获口腔图像。mDOC收集了29名健康志愿者和120名口腔黏膜病变患者的332个口腔部位的数据。开发了一种多模态图像分类算法,使用专家临床转诊决策作为真实值标签,从mDOC图像中生成“推荐”或“不推荐”的推荐。在80%的数据集上使用交叉验证方法开发了一个推荐算法,然后在一个单独的holdout测试集上重新训练和评估。对于专家临床转诊决定,在拒绝测试集中产生的转诊决定的敏感性为93.9%,特异性为79.3%。mDOC系统有潜力在社区医生和牙医办公室使用,以帮助确定需要由口腔癌专家进一步评估的患者。
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引用次数: 0
Chronic cigarette smoke exposure masks pathological features of Helicobacter pylori infection while promoting tumor initiation. 慢性香烟烟雾暴露掩盖了幽门螺杆菌感染的病理特征,同时促进肿瘤的发生。
Pub Date : 2025-01-10 DOI: 10.1158/1940-6207.CAPR-24-0378
Maeve T Morris, Benjamin C Duncan, M Blanca Piazuelo, I Mark Olfert, Xiaojiang Xu, Salik Hussain, Richard M Peek, Jonathan T Busada

Gastric cancer is the fifth most common cancer and the fifth leading cause of cancer deaths worldwide. Chronic infection by the bacterium Helicobacter pylori is the most prominent gastric cancer risk factor, but only 1-3% of infected individuals will develop gastric cancer. Cigarette smoking is another independent gastric cancer risk factor, and H. pylori-infected smokers are at a 2-11-fold increased risk of gastric cancer development, but the direct impacts of cigarette smoke on H. pylori pathogenesis remain unknown. In this study, male C57BL/6 mice were infected with H. pylori and began smoking within one week of infection. The mice were exposed to cigarette smoke (CS) five days/week for 8 weeks. CS exposure had no notable impact on gross gastric morphology or inflammatory status compared to filtered-air (FA) exposed controls in mock-infected mice. However, CS exposure significantly blunted H. pylori-induced gastric inflammatory responses, reducing gastric atrophy and pyloric metaplasia development. Despite blunting these classic pathological features of H. pylori infection, CS exposures increased DNA damage within the gastric epithelial cells and accelerated H. pylori-induced dysplasia onset in the INS-GAS gastric cancer model. These data suggest that cigarette smoking may clinically silence classic clinical symptoms of H. pylori infection but enhance the accumulation of mutations and accelerate gastric cancer initiation.

胃癌是全球第五大常见癌症,也是癌症死亡的第五大原因。幽门螺杆菌的慢性感染是最突出的胃癌危险因素,但只有1-3%的感染者会发展成胃癌。吸烟是另一个独立的胃癌危险因素,幽门螺杆菌感染的吸烟者发生胃癌的风险增加2-11倍,但吸烟对幽门螺杆菌发病机制的直接影响尚不清楚。在本研究中,感染幽门螺杆菌的雄性C57BL/6小鼠在感染后一周内开始吸烟。小鼠每周暴露于香烟烟雾(CS) 5天,持续8周。与过滤空气(FA)暴露对照组相比,CS暴露对模拟感染小鼠的胃大体形态或炎症状态没有显著影响。然而,CS暴露可显著减弱幽门螺杆菌诱导的胃炎症反应,减少胃萎缩和幽门化生的发生。在INS-GAS胃癌模型中,CS暴露增加了胃上皮细胞内的DNA损伤,加速了幽门螺杆菌诱导的发育不良的发生,尽管这些典型的幽门螺杆菌感染的病理特征变得钝化。这些数据表明,吸烟可能在临床上沉默幽门螺杆菌感染的经典临床症状,但会增加突变的积累,加速胃癌的发生。
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引用次数: 0
Phase II Clinical Chemoprevention Trial of Weekly Erlotinib before Bladder Cancer Surgery. 膀胱癌手术前每周服用厄洛替尼的II期临床化学预防试验
Pub Date : 2025-01-06 DOI: 10.1158/1940-6207.CAPR-24-0194
Tracy M Downs, Howard H Bailey, Taja Lozar, Natalie S Schmitz, Heather Green, Cameron O Scarlett, Thomas C Havighurst, Kyleigh Twaroski, Katina DeShong, Barbara Wollmer, Trinity J Bivalacqua, Daniel R Saltzstein, Neal Shore, KyungMann Kim, Wei Huang, William A Ricke, Lisa Barroilhet, Margaret House, Howard L Parnes, Edward Messing

We performed a clinical trial in patients with non-muscle-invasive (NMI) urothelial cancer randomized (2:1) to the EGFR tyrosine kinase inhibitor erlotinib or placebo (either orally once weekly × 3 doses prior to scheduled surgery) to assess for a difference in EGFR phosphorylation in tumor-adjacent normal urothelium <24 hours post-study dose and tolerance of weekly erlotinib therapy. Thirty-seven volunteers (6 female/31 male; mean age 70; 35 White/2 non-White) with confirmed or suspected NMI urothelial cancer were enrolled into either erlotinib (n = 24; 900 mg-13, 600 mg-11) or placebo (n = 13). IHC assessment of phosphorylated and total EGFR in tumor-adjacent normal urothelium (20 erlotinib and 9 placebo subjects) or tumor (21 erlotinib and 11 placebo subjects) at study end showed no significant difference between those receiving erlotinib or placebo. This was also true for other assessed tissue biomarkers (phosphorylated ERK, ERK, E-cadherin, p53, and Ki67). Adverse events were more common, in a dose-related fashion, in participants receiving erlotinib, e.g., 38% experienced grade 1 with rare grade 2 diarrhea and skin toxicity versus 8% in placebo. Clinically insignificant but statistically significant (P = 0.001) elevations in serum total bilirubin and creatinine were observed in participants receiving erlotinib. Serum erlotinib and metabolite concentrations (OSI-420) confirmed compliance in all subjects receiving erlotinib and did not significantly differ between the 600 and 900 mg doses. Despite compelling preclinical and clinical data for targeted EGFR inhibition in bladder cancer prevention, these data do not support the use of weekly erlotinib therapy to prevent progression of NMI bladder cancer. Prevention Relevance: We evaluated the potential of erlotinib in preventing cancer by performing a randomized, double-blind, placebo-controlled trial of weekly erlotinib therapy in participants undergoing surgical removal of suspected noninvasive bladder neoplasia. Weekly erlotinib therapy was tolerated with common grade 1 to 2 toxicities but without evidence of beneficial effect upon urothelial tissue. See related Spotlight, p. 7.

我们在非肌层浸润性尿路上皮癌(NMIUC)患者中开展了一项临床试验,随机(2:1)分配表皮生长因子受体(EGFR)酪氨酸激酶抑制剂厄洛替尼或安慰剂(在预定手术前口服,每周一次 x 3 次剂量),以评估肿瘤邻近正常尿路上皮细胞中 EGFR 磷酸化的差异。
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引用次数: 0
Editors' Selections from Relevant Scientific Publications. 编辑对相关科学出版物的选择。
Pub Date : 2025-01-06 DOI: 10.1158/1940-6207.CAPR-18-1-HFL
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引用次数: 0
What Is the Cost: Financial Toxicity and Screening Fatigue in Li-Fraumeni Syndrome. 代价是什么?Li-Fraumeni综合征的经济毒性和筛查疲劳。
Pub Date : 2025-01-06 DOI: 10.1158/1940-6207.CAPR-24-0184
Kaylee A Underkofler, Martha H Thomas, Sarah H Erickson, Alayna A Panzer, Kara S Fitzgibbon, Kari L Ring

Patients with Li-Fraumeni syndrome (LFS) are recommended to follow a comprehensive surveillance protocol, but the demanding nature may limit adherence. We sought to identify barriers to adherence and to determine whether screening fatigue and financial hardship are contributors. A 39-item online survey was developed and distributed to patients presenting to a LFS clinic between 2017 and 2022. Of the 39 patients eligible, 20 responded to the survey (51%). Of the respondents, 75% reported they do not skip surveillance tests; however, this was not consistent when asked about specific tests, with only 65% and 40% up to date with colonoscopy and esophagogastroduodenoscopy, respectively. Hundred percent of those diagnosed within the last 5 years said they never skip tests, whereas only 50% of those diagnosed more than 5 years ago reported the same (P = 0.01). Barriers to adherence were reported by 85% and most commonly included finances (40%), time (25%), and difficulty scheduling (25%). Only 21% felt no financial stress, and 63% worried at least somewhat about their future financial situation because of LFS. Even with insurance, 65% felt their share of healthcare costs was too high. Adherence to rigorous cancer surveillance is imperfect and decreases over time among patients with LFS. Whereas number of tests was not a commonly cited barrier, time and difficulty scheduling were common and may contribute to screening fatigue. The degree of financial stress in the affluent population studied should raise even greater concern about financial strain in the LFS population in general. Prevention Relevance: Li-Fraumeni syndrome (LFS) essentially guarantees a cancer diagnosis in an affected individual's lifetime. Findings of this study reveal a difficulty for patients with LFS to adhere to recommended rigorous surveillance protocols and question how identified barriers can be broken down to reduce the morbidity and mortality of LFS.

我们建议李-弗劳米尼综合征患者遵循全面的监测方案,但其苛刻的要求可能会限制患者坚持筛查。我们试图找出影响患者坚持治疗的障碍,并确定筛查疲劳和经济困难是否是导致患者坚持治疗的原因。我们开发了一项包含 39 个项目的在线调查,并分发给 2017 年至 2022 年期间前往 LFS 诊所就诊的患者。在符合条件的 39 名患者中,有 20 人(51%)对调查做出了回应。在受访者中,75% 的人称他们没有跳过监测检查,但当问及具体检查项目时,这一比例并不一致,分别只有 65% 和 40% 的人及时进行了结肠镜检查和食管胃十二指肠镜检查。在最近 5 年内确诊的患者中,100% 的人表示他们从不漏检,而在 5 年前确诊的患者中,只有 50% 的人表示他们从不漏检(P=0.01)。85%的人表示在坚持检查方面存在障碍,最常见的障碍包括经济(40%)、时间(25%)和难以安排时间(25%)。只有 21% 的人没有经济压力。63%的人至少在某种程度上担心他们未来的财务状况会因为 LFS 而受到影响。即使有保险,也有 65% 的人认为他们所承担的医疗费用过高。在 LFS 患者中,坚持严格癌症监测的情况并不完善,而且随着时间的推移会逐渐减少。虽然检查次数不是常见的障碍,但时间和安排困难是常见的障碍,可能会导致筛查疲劳。所研究的富裕人群的经济压力程度应引起人们对一般 LFS 群体经济压力的更大关注。
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引用次数: 0
Black Raspberry Modulates Cecal and Oral Microbiomes at the Early Stage of a Dibenzo[def,p]chrysene-Induced Murine Oral Cancer Model. 在二苯并[def,p]菊烯诱导的小鼠口腔癌模型的早期阶段,黑树莓可调节盲肠和口腔微生物群。
Pub Date : 2025-01-06 DOI: 10.1158/1940-6207.CAPR-24-0347
Jingcheng Zhao, Yuan-Wan Sun, Kun-Ming Chen, Cesar Aliaga, Jordan E Bisanz, Karam El-Bayoumy

While tobacco smoking is a risk factor in the development of oral squamous cell carcinoma (OSCC), only a fraction of smokers develop the disease. Compelling evidence shows that microbial community composition is associated with carcinogenesis, suggesting that the microbiome may play a role in cancer development of smokers. We previously showed that black raspberry (BRB) protects against OSCC induced by the tobacco constituent dibenzo[def,p]chrysene (DBP) via alteration of genetic and epigenetic markers in a manner consistent with its cancer preventive activity. In the present study, we conducted a mouse experiment to investigate the effects of BRB and DBP individually and in combination on the oral and gut microbiota. DBP-induced DNA damage in the mouse oral cavity is an essential step for the development of OSCC in mice. 16S rRNA gene sequencing revealed that BRB significantly increased microbial diversity and shifted microbiome composition in the gut and oral cavity, whereas DBP had no significant effect. In both gut and oral microbiota, Akkermansia muciniphila was significantly reduced after BRB treatment; however, this was not consistent with pure culture in vitro assays suggesting that the impact of BRB on A. muciniphila may be mediated through indirect mechanisms including the host or other microbes. Indeed BRB, but not DBP, was found to modulate the growth kinetics of human gut microbes in vitro including lactic acid bacteria and Bacteroides spp. The results of the current study further emphasize the interplay of microbiome and environmental factors in the development and prevention of OSCC. Prevention Relevance: Our work clearly demonstrates the modulatory impact of BRB on both gut and oral microbiomes within a DBP-induced OSCC mouse model and paves the way for future research examining a causal role of BRB-microbiota interactions at different stages of disease progression.

虽然吸烟是口腔鳞状细胞癌(OSCC)发病的一个危险因素,但只有一小部分吸烟者会患上这种疾病。令人信服的证据表明,微生物群落的组成与致癌有关,这表明微生物组可能在吸烟者的癌症发展中发挥作用。我们以前的研究表明,黑覆盆子(BRB)可防止烟草成分二苯并[def,p]菊烯(DBP)诱导的OSCC,其改变遗传和表观遗传标记的方式与其癌症预防活性一致。在本研究中,我们进行了一项小鼠实验,研究 BRB 和 DBP 单独或联合使用对口腔和肠道微生物群的影响。DBP 在小鼠口腔中诱导 DNA 损伤,这是小鼠发生 OSCC 的关键步骤。16S rRNA基因测序显示,BRB能显著增加肠道和口腔中微生物的多样性并改变微生物群的组成,而DBP则没有显著影响。在肠道和口腔微生物群中,BRB 处理后 Akkermansia muciniphila 的数量明显减少;然而,这与体外纯培养试验并不一致,这表明 BRB 对 A. muciniphila 的影响可能是通过包括宿主或其他微生物在内的间接机制介导的。目前的研究结果进一步强调了微生物组和环境因素在 OSCC 的发展和预防中的相互作用。
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引用次数: 0
Passing the Torch forward: Moving beyond EGFR Inhibition in NMIBC Prevention. 传递火炬:在NMIBC预防中超越EGFR抑制。
Pub Date : 2025-01-06 DOI: 10.1158/1940-6207.CAPR-24-0491
Tsung-Che Wu, Chia-Chi Lin

The study by Downs and colleagues targets patients with non-muscle-invasive bladder cancer (NMIBC) to explore secondary/tertiary cancer prevention strategies. Utilizing a "window-of-opportunity" design, erlotinib was evaluated for its effect on EGFR phosphorylation, although the unconventional dosing regimen failed to demonstrate efficacy. New opportunities in NMIBC prevention include targeting FGFR3 mutations with emerging FGFR inhibitors. A future trial design could focus on clinical outcomes such as tumor response and NMIBC recurrence while also evaluating FGFR3 inhibition in both tumor and adjacent normal bladder epithelia. See related article by Downs et al., p. 31.

Downs及其同事的研究以非肌肉侵袭性膀胱癌(NMIBC)患者为目标,探索继发/三级癌症预防策略。利用“机会之窗”设计,厄洛替尼对EGFR磷酸化的影响进行了评估,尽管非常规的给药方案未能证明其有效性。NMIBC预防的新机遇包括使用新兴的FGFR抑制剂靶向FGFR3突变。未来的试验设计可以关注临床结果,如肿瘤反应和NMIBC复发,同时评估FGFR3在肿瘤和邻近正常膀胱上皮中的抑制作用。参见Downs等人的相关文章,第31页。
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引用次数: 0
Automated Breast Density Assessment for Full-Field Digital Mammography and Digital Breast Tomosynthesis. 全视野数字乳腺 X 射线照相术和数字乳腺断层合成术的自动乳腺密度评估。
Pub Date : 2025-01-06 DOI: 10.1158/1940-6207.CAPR-24-0338
Shu Jiang, Debbie L Bennett, Simin Chen, Adetunji T Toriola, Graham A Colditz

Mammographic density is a strong risk factor for breast cancer and is reported clinically as part of Breast Imaging Reporting and Data System (BI-RADS) results issued by radiologists. Automated assessment of density is needed that can be used for both full-field digital mammography (FFDM) and digital breast tomosynthesis (DBT) as both types of exams are acquired in standard clinical practice. We trained a deep learning model to automate the estimation of BI-RADS density from a prospective Washington University clinic-based cohort of 9,714 women, entering into the cohort in 2013 with follow-up through October 31, 2020. The cohort included 27% non-Hispanic Black women. The trained algorithm was assessed in an external validation cohort that included 18,360 women screened at Emory from January 1, 2013, and followed up through December 31, 2020, that included 42% non-Hispanic Black women. Our model-estimated BI-RADS density demonstrated substantial agreement with the density as assessed by radiologists. In the external validation, the agreement with radiologists for category B 81% and C 77% for FFDM and B 83% and C 74% for DBT shows important distinction for separation of women with dense breast. We obtained a Cohen's κ of 0.72 (95% confidence interval, 0.71-0.73) in FFDM and 0.71 (95% confidence interval, 0.69-0.73) in DBT. We provided a consistent and fully automated BI-RADS estimation for both FFDM and DBT using a deep learning model. The software can be easily implemented anywhere for clinical use and risk prediction. Prevention Relevance: The proposed model can reduce interobserver variability in BI-RADS density assessment, thereby providing more standard and consistent density assessment for use in decisions about supplemental screening and risk assessment.

乳腺造影密度是乳腺癌(BC)的一个重要危险因素,临床报告是放射科医生发布的乳腺成像报告和数据系统(BI-RADS)结果的一部分。由于全场数字乳腺 X 射线照相术(FFDM)和数字乳腺断层合成术(DBT)都是在标准临床实践中获得的检查类型,因此需要能同时用于这两种检查类型的密度自动评估。我们训练了一个深度学习模型,以自动估算华盛顿大学(WashU)诊所前瞻性队列中 9714 名女性的 BI-RADS 密度,该队列于 2013 年加入,随访至 2020 年 10 月 31 日。队列中包括 27% 的非西班牙裔黑人妇女。经过训练的算法在外部验证队列中进行了评估,该队列包括自 2013 年 1 月 1 日起在埃默里接受筛查并随访至 2020 年 12 月 31 日的 18,360 名妇女,其中 42% 为非西班牙裔黑人妇女。我们的模型估计的 BI-RADS 密度与放射科医生评估的密度非常一致。在外部验证中,FFDM 的 B 类 81% 和 C 类 77%,以及 DBT 的 B 类 83% 和 C 类 74% 与放射科医生的一致率显示了在分离致密乳腺女性方面的重要区别。我们在 FFDM 和 DBT 中分别获得了 0.72(95% CI,0.71,0.73)和 0.71(95% CI,0.69,0.73)的 Cohen's κ。我们利用深度学习模型为 FFDM 和 DBT 提供了一致的全自动 BI-RADS 估算。该软件可在任何地方轻松实施,用于临床使用和风险预测。
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Cancer prevention research (Philadelphia, Pa.)
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