ductal carcinoma in situ (DCIS)

  • 文章类型: Journal Article
    乳腺癌(BC)是影响美国女性的最常见癌症。导管原位癌(DCIS)是最早可识别的浸润前BC病变。估计显示14%至50%的DCIS病例进展为侵袭性BC。
    我们的目标是与未患病的乳房缩小乳房成形术和对侧乳房外植体培养相比,鉴定在DCIS和BC后期阶段具有特异性表达改变的核基质蛋白(NMP)使用质谱和RNA测序来准确鉴定侵袭性DCIS。
    60个NMPs在同基因对侧患者来源的延伸外植体中在DCIS和未患病的乳腺上皮之间显着差异表达。60个中的10个显示出与蛋白质表达相匹配的显着mRNA表达水平差异。这10种蛋白质在未患病的乳房减少细胞中类似地表达。三个NMP(RPL7A,与匹配的对侧乳房培养和无关的非患病乳房缩小培养相比,RPL11,RPL31)在DCIS和所有其他BC阶段均显着上调。RNA测序分析表明,这三个基因随着BC的进展而上调。最后,我们确定了三个NMP(AHNAK,使用蛋白质组学和RNA测序技术,与同基因匹配的对侧培养和非患病乳房减少培养相比,CDC37和DNAJB1)在DCIS和所有其他BC阶段显着下调。
    这些基因应该构成的基础,或有助于,分子诊断小组,可以识别DCIS病变可能是惰性的,因此不需要积极的治疗。
    UNASSIGNED: Breast cancer (BC) is the most common cancer affecting women in the United States. Ductal carcinoma in situ (DCIS) is the earliest identifiable pre-invasive BC lesion. Estimates show that 14 to 50% of DCIS cases progress to invasive BC.
    UNASSIGNED: Our objective was to identify nuclear matrix proteins (NMP) with specifically altered expression in DCIS and later stages of BC compared to non-diseased breast reduction mammoplasty and a contralateral breast explant culture using mass spectrometry and RNA sequencing to accurately identify aggressive DCIS.
    UNASSIGNED: Sixty NMPs were significantly differentially expressed between the DCIS and non-diseased breast epithelium in an isogenic contralateral pair of patient-derived extended explants. Ten of the sixty showed significant mRNA expression level differences that matched the protein expression. These 10 proteins were similarly expressed in non-diseased breast reduction cells. Three NMPs (RPL7A, RPL11, RPL31) were significantly upregulated in DCIS and all other BC stages compared to the matching contralateral breast culture and an unrelated non-diseased breast reduction culture. RNA sequencing analyses showed that these three genes were increasingly upregulated with BC progression. Finally, we identified three NMPs (AHNAK, CDC37 and DNAJB1) that were significantly downregulated in DCIS and all other BC stages compared to the isogenically matched contralateral culture and the non-diseased breast reduction culture using both proteomics and RNA sequencing techniques.
    UNASSIGNED: These genes should form the basis of, or contribute to, a molecular diagnostic panel that could identify DCIS lesions likely to be indolent and therefore not requiring aggressive treatment.
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  • 文章类型: Case Reports
    男性乳腺癌是一种罕见的疾病,对于有乳房症状的患者,高度怀疑是很重要的,如乳房肿块或乳头溢液。大多数被诊断患有乳腺癌的男性患者存在乳房疾病和/或强烈的癌症家族史。这里,我们将介绍一名47岁的男性患者,他在常规的男性乳房发育症手术中,在大量体重减轻后被诊断为双侧导管原位癌。这个案例证明了发送乳腺组织标本用于病理的重要性,尤其是男性患者。
    Male breast cancer is a rare disease, and it is important to have a high index of suspicion in patients presenting with breast symptoms, such as a breast mass or nipple discharge. Most male patients who are diagnosed with breast cancer present with breast complaints and/or a strong family history of cancer. Here, we will present a 47-year-old male patient who was diagnosed with bilateral ductal carcinoma in situ during a routine gynecomastia surgery after massive weight loss. This case demonstrates the importance of sending breast tissue specimens for pathology, especially in a male patient.
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  • 文章类型: Journal Article
    背景:在浸润性乳腺癌中,保留乳头的乳房切除术(NSM)的中长期肿瘤安全性结果之间没有差异,保留皮肤的乳房切除术(SSM),和简单乳房切除术(SM)。有一些报道将NSM和SSM与SM在导管原位癌(DCIS)中进行了比较;但是,各机构的资格标准各不相同,并且没有报告在同一机构内同时比较所有三种手术方法。本研究旨在比较三种技术(NSM,SSM,和SM)在接受DCIS乳房切除术的日本患者中。
    方法:接受NSM的患者,SSM,或SM在2006年至2015年间在我们的机构被确定,并对其结果进行了分析。
    结果:平均随访期为80.4个月(标准差[SD]:37.1个月)。152例进行了NSM,SSM在49,而SM在44。245例患者中有5例出现局部复发。这些患者中有四名患有浸润性癌症。NSM的5年累积局部复发的主要终点为2.4%(95%置信区间[CI]:0.0-5.0),SSM为2.2%(95%CI:0.0-6.3),SM为0%(95%CI:0.0-0.0)。5年局部复发率之间没有显着差异。
    结论:在这个单中心中,回顾性研究,SSM和NSM用于DCIS的肿瘤安全性与常规SM相当.
    BACKGROUND: In invasive breast cancer, there are no differences among the mid- and long-term oncological safety results of nipple-sparing mastectomy (NSM), skin-sparing mastectomy (SSM), and simple mastectomy (SM). There are several reports comparing NSM and SSM with SM in the context of ductal carcinoma in situ (DCIS); however, the eligibility criteria vary among institutions, and there are no reports that compare all three surgical methods simultaneously within the same institution. This study aimed to compare the local recurrence and survival rates of the three techniques (NSM, SSM, and SM) in Japanese patients undergoing mastectomy for DCIS.
    METHODS: Patients undergoing NSM, SSM, or SM at our institution between 2006 and 2015 were identified, and their outcomes were analyzed.
    RESULTS: The mean follow-up period was 80.4 months (standard deviation [SD]: 37.1 months). NSM was performed in 152 cases, SSM in 49, and SM in 44. Five of 245 patients developed local recurrences. Four of these patients had invasive cancer. The primary endpoints of 5-year cumulative local recurrence were 2.4% (95% confidence interval [CI]: 0.0-5.0) for NSM, 2.2% (95% CI: 0.0-6.3) for SSM, and 0% (95% CI: 0.0-0.0) for SM. There were no significant differences among the 5-year local recurrence rates.
    CONCLUSIONS: In this single-center, retrospective study, the oncological safety of SSM and NSM for DCIS was comparable to that of conventional SM.
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  • 文章类型: Journal Article
    乳腺癌,作为全球女性最常见的恶性肿瘤之一,提出了一个令人担忧的发病率,强调解决其前兆病变治疗的重要性,导管原位癌(DCIS)。DCIS的治疗决定,涉及保乳手术(BCS)和乳房切除术之间的平衡,仍然是需要进一步调查的领域。本研究旨在比较不同手术类型对DCIS患者总生存期(OS)的影响,并确定OS改善的特定亚组,以开发患者的有效生存列线图。
    来自监测的患者数据,流行病学,检索了2010年至2020年DCIS队列的最终结果(SEER)数据库。采用Kaplan-Meier(K-M)生存曲线比较不同手术方式患者的预后OS。采用Cox回归分析来确定预后因素,并建立一个列线图来预测3-,5-,和10年生存率。该模型得到了一致性指数(C指数)的证实,校正曲线,和接收器工作特性(ROC)曲线。
    共纳入了71,675例DCIS患者。与其他手术类型相比,接受皮下乳房切除术(SM)的患者表现出最佳的OS。此外,与单纯手术相比,辅助放疗或化疗联合手术可显著改善OS.在年龄≤74岁的DCIS患者中,那些接受SM的人在操作系统方面受益最大,而在63-74岁的年龄组中,接受BCS的患者的OS显著高于接受全(单纯)乳房切除术(TM)/改良根治术(MRM)的患者.多因素与DCIS患者OS改善相关,这些因素被整合到列线图中以建立操作系统预测。C指数,校正曲线,和ROC曲线表明,列线图适合评估患者的预后。
    这项研究表明,SM治疗对DCIS患者产生了最好的生存率,为今后的手术决策提供重要指导。此外,确定与生存相关的多个独立因素并建立可靠的生存列线图可以帮助医生制定个性化治疗计划并延长患者生存时间.
    UNASSIGNED: Breast cancer, as one of the most common malignancies among women globally, presents a concerning incidence rate, underscoring the importance of addressing the treatment of its precursor lesion, ductal carcinoma in situ (DCIS). Treatment decisions for DCIS, involving the balance between breast-conserving surgery (BCS) and mastectomy, remain an area requiring further investigation. This study aimed to compare influence of different surgical types on overall survival (OS) of patients with DCIS and identify specific subgroups with improved OS to develop an effective survival nomogram for patients.
    UNASSIGNED: Patient data from the Surveillance, Epidemiology, and End Results (SEER) database for DCIS cohort from 2010 to 2020 were retrieved. Kaplan-Meier (K-M) survival curves were utilized to compare prognostic OS of patients with different surgical methods. Cox regression analysis was employed to determine prognostic factors and establish a nomogram to predict 3-, 5-, and 10-year survival rates. The model was confirmed by Concordance Index (C-index), calibration curves, and receiver operating characteristic (ROC) curves.
    UNASSIGNED: A total of 71,675 patients with DCIS were included. Patients who underwent subcutaneous mastectomy (SM) demonstrated the best OS compared to other surgical types. Additionally, adjuvant radiotherapy or chemotherapy in combination with surgery significantly improved OS compared to surgery alone. Among DCIS patients aged ≤74 years, those who underwent SM benefited the most in terms of OS, while in the age group of 63-74 years, patients who underwent BCS had significantly higher OS than those who underwent total (simple) mastectomy (TM)/modified radical mastectomy (MRM). Multiple factors were associated with improved OS in DCIS patients, and these factors were integrated into the nomogram to establish OS predictions. The C-index, calibration curves, and ROC curves indicated that the nomogram was suitable for assessing patient prognosis.
    UNASSIGNED: This study demonstrated that SM treatment yielded the best survival rates for DCIS patients, providing important guidance for future surgical decision-making. Moreover, identifying multiple independent factors related to survival and establishing reliable survival nomograms can assist physicians in developing personalized treatment plans and prolonging patient survival.
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  • 文章类型: Case Reports
    深静脉血栓形成(DVT)是一种静脉血栓栓塞,通常涉及下肢深静脉的凝块形成。它的形成与Virchow的三合会有关,后者是静脉淤滞的因素,内皮损伤,和高凝状态。静脉淤滞是导致DVT发展的主要因素,它指的是静脉曲张,施加在四肢上的外部压力,或由于卧床休息或长途飞行而固定。DVT的临床表现取决于血栓的范围和位置,包括局部肿胀。疼痛,温暖,和水肿。Wells标准通常用于评估血栓形成的可能性以及D-二聚体测定。超声,或CT成像。如前所述,这些大多发生在下肢。然而,已注意到上肢DVT,并与凝血和自身免疫性疾病的遗传问题有关.本报告将讨论一名接受双侧乳房切除术并进行前哨淋巴结活检以诊断左乳腺原位癌的患者的左臂DVT病例。
    Deep vein thrombosis (DVT) is a type of venous thromboembolism that usually involves a clot formation in the deep veins of the lower extremities. Its formation is linked to Virchow\'s Triad which factors in venous stasis, endothelial damage, and hypercoagulability. Venous stasis is the primary factor contributing to the development of DVT and it refers to varicosity, external pressure placed on the extremity, or immobilization due to bed rest or long flights. Clinical presentation of DVT depends on the extent and location of the thrombus with common signs including localized swelling, pain, warmth, and edema. The Wells criteria are typically applied to assess the likelihood of thrombus formation alongside D-dimer assay, ultrasound, or CT imaging. As previously mentioned, these mostly occur in the lower extremities. However, upper extremity DVT has been noted and has been linked to inherited issues with coagulation and autoimmune disorders. This report will discuss a case of left-arm DVT in a patient who underwent bilateral mastectomy with sentinel node biopsy for a diagnosis of ductal carcinoma in situ in the left breast.
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  • 文章类型: Journal Article
    简介在女性中,乳腺癌是一种常见的恶性肿瘤。如果病情出现在局部晚期,则疾病管理对于治疗临床医生来说可能是具有挑战性的。定义区域中疾病的临床表现提供了全面的地图,以有效地针对高危人群并相应地选择适当的干预措施。在这项回顾性研究中,我们通过评估患者特定的一年时间,分析了可能影响乳腺癌预后的不同因素.方法对2017年至2018年乳腺癌患者进行回顾性研究。结果在研究期间,我们报告了25.83%的乳腺癌发病率。54.2%的患者出现疼痛的乳房肿块,50%的患者存在腋窝淋巴结,10%的患者出现溃疡,8.5%的患者出现乳头溢液。根据参与的侧面和象限,右侧是55.7%患者最常见的受累部位,在61.4%的患者中,上外象限是最常见的象限。演讲中最熟悉的阶段是第二阶段,在45.7%的患者中出现。最常见的组织学是浸润性导管癌,在85.7%的患者中出现。结论这项回顾性队列研究表明,在印度等发展中国家,乳腺癌是中年女性的主要恶性肿瘤。这种优势是由于对疾病症状的不了解以及在症状调查期间对诊断出的恶性肿瘤的恐惧。通过早期筛查和干预进行早期发现是这种恶性疾病治疗成功的核心。然而,在印度等发展中国家,将筛查作为早期恶性疾病的工具仍然具有挑战性。
    Introduction In females, carcinoma of the breast is a common malignancy. Disease management can be challenging for the treating clinician if the condition is presented in a locally advanced stage. Clinical presentation of a disease in a defined area provides a comprehensive map to target the at-risk population efficiently and select the appropriate intervention accordingly. In this retrospective study, we analyzed different factors that can affect breast carcinoma outcomes by assessing patients for a specific period of one year. Methods This is a retrospective study of carcinoma of breast patients and was conducted between 2017 and 2018. Results We reported a 25.83% incidence of breast cancer during the study period. A painful breast lump was present in 54.2% of patients, axillary nodes were present in 50% of patients, ulcers were present in 10% of patients, and nipple discharge was present in 8.5% of patients. According to the side and quadrant of involvement, the right side was the most common site of involvement in 55.7% of patients, and the upper outer quadrant was the most common quadrant involved in 61.4% of patients. The most familiar stage of the presentation was stage II, presented in 45.7% of patients. The most common histology was infiltrating ductal carcinoma, presented in 85.7% of patients. Conclusions This retrospective cohort study shows that carcinoma of the breast is a predominant malignancy among middle-aged females in developing countries such as India. This predominance is due to unawareness regarding disease symptoms and the fear of diagnosed malignancy during the investigation of symptoms. Early detection by screening and intervention at an early stage is the core of treatment success in this malignant disease. However, it is still challenging to apply screening as a tool to pick up early malignant disease in developing countries like India.
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  • 文章类型: Journal Article
    导管原位癌(DCIS)是一种异质性乳腺疾病,由于其不可预测的进展为浸润性乳腺癌(IBC),因此治疗仍具有挑战性。当代文献越来越关注乳腺癌进展的细胞外基质(ECM)改变。然而,DCIS中ECM蛋白质组的空间调控与IBC的关系尚待研究。我们假设DCIS和IBC呈现不同的ECM蛋白质组,可以区分这些病理。纯DCIS的组织切片,混合DCIS-IBC,通过多重空间蛋白质组学研究了具有详细病理注释的纯IBC(n=22)。穿过组织,在病理注释区域及其周围的细胞外微环境中检测到1,005种ECM肽。DCIS与IBC病理的比较证明了43种显著改变的ECM肽。值得注意的是,8种纤维状胶原肽可以区分DCIS和IBC,具有很高的特异性和敏感性。病变靶向蛋白质组成像显示个别DCIS病变周围ECM蛋白质组的异质性。多重空间蛋白质组学报道了一种侵袭性癌症场效应,与远端对应的IBC相比,更靠近IBC的DCIS病变与IBC具有更相似的ECM特征。定义ECM蛋白质组微环境提供了与DCIS和IBC相关的新的分子见解。
    Ductal carcinoma in situ (DCIS) is a heterogeneous breast disease that remains challenging to treat due to its unpredictable progression to invasive breast cancer (IBC). Contemporary literature has become increasingly focused on extracellular matrix (ECM) alterations with breast cancer progression. However, the spatial regulation of the ECM proteome in DCIS has yet to be investigated in relation to IBC. We hypothesized that DCIS and IBC present distinct ECM proteomes that could discriminate between these pathologies. Tissue sections of pure DCIS, mixed DCIS-IBC, or pure IBC (n = 22) with detailed pathological annotations were investigated by multiplexed spatial proteomics. Across tissues, 1,005 ECM peptides were detected in pathologically annotated regions and their surrounding extracellular microenvironments. A comparison of DCIS to IBC pathologies demonstrated 43 significantly altered ECM peptides. Notably, eight fibrillar collagen peptides could distinguish with high specificity and sensitivity between DCIS and IBC. Lesion-targeted proteomic imaging revealed heterogeneity of the ECM proteome surrounding individual DCIS lesions. Multiplexed spatial proteomics reported an invasive cancer field effect, in which DCIS lesions in closer proximity to IBC shared a more similar ECM profile to IBC than distal counterparts. Defining the ECM proteomic microenvironment provides novel molecular insights relating to DCIS and IBC.
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  • 文章类型: Journal Article
    导管原位癌(DCIS)是浸润性乳腺癌的非强制性前体。然而,如果不及时治疗,约50%的DCIS进展。防止这种进展至关重要。累积证据表明甲羟戊酸级联,胆固醇生物合成的核心,有助于调节Hippo信号通路,提供GTP酶激活所需的类异戊二烯,Yes相关蛋白(YAP)/转录共激活因子与PDZ结合基序(TAZ)共激活因子的核积累,以及随后的基因转录以及这种合作的破坏与肿瘤进展有关。
    在这项计算机模拟研究中,我们调查了在正常乳腺上皮转化为DCIS的过程中是否已经发生了这种破坏.为了这个目标,我们询问了一个公开的数据集,我们在一组患者匹配的DCIS和相应的组织学正常(HN)上皮样本中,探索了参与从头胆固醇生物合成的基因之间的相互关系,以及与编码Hippo信号通路核心成分的基因之间的关联。
    大多数参与胆固醇生物合成的基因在DCIS中的表达高于相应的HN上皮。这种差异表达与它们的相关性谱的实质性变化有关。特别是,3-羟基-3-甲基戊二酰辅酶A还原酶(HMGCR)和INSIG1失去了HN上皮中显示的正相关,它们与LSS的负相关转变为正相关。此外,GGPS1在类异戊二烯生产中起着至关重要的作用,显著改变了其相关性。GGPS1和HMGCR或INSIG1之间的正相关消失,而与SQLE的正相关,这推动了对胆固醇的不可逆转的承诺,在DCIS中切换为负数。
    目前的发现证实了以下假设:功能失调的甲羟戊酸途径可能通过导致类异戊二烯的异常产生而与DCIS的发展相一致。进而激活GTP酶并促进YAP/TAZ核易位,并建议他汀类药物的安全和低成本治疗作为对比这种代谢功能障碍的可能的获胜策略。
    UNASSIGNED: Ductal carcinoma in situ (DCIS) is a non-obligate precursor to invasive breast cancer. However, if left untreated, about 50% of DCIS progress. Preventing such a progression is of paramount importance. Cumulative evidence indicated that the mevalonate cascade, the core of cholesterol biosynthesis, contributes to the regulation of the Hippo signaling pathway providing the isoprenoids required for GTPase activation, the nuclear accumulation of the Yes-associated protein (YAP)/transcriptional coactivator with PDZ-binding motif (TAZ) coactivator, and the subsequent gene transcription and that the disruption of this cooperation associated with tumor progression.
    UNASSIGNED: In this in silico study, we investigated whether such a disruption occurred already during the transformation of the normal mammary epithelium into DCIS. To this aim, we interrogated a publicly available dataset, and we explored the interrelationship of the genes involved in the de novo cholesterol biosynthesis and the association with those coding for the core components of the Hippo signaling pathway in a set of patient-matched samples of DCIS and corresponding histologically normal (HN) epithelium.
    UNASSIGNED: Most genes involved in cholesterol biosynthesis were more expressed in DCIS than in the corresponding HN epithelium. This differential expression was associated with a substantial change in their correlation profile. In particular, 3-hydroxy-3-methylglutaryl coenzyme-A reductase (HMGCR) and INSIG1 lost the positive association shown in the HN epithelium, and their negative association with LSS switched to a positive one. Also, GGPS1, which plays a crucial role in isoprenoids production, significantly changed its correlation profile. The positive association between GGPS1 and HMGCR or INSIG1 disappeared, whereas the positive association with SQLE, which drives the irreversible commitment to cholesterol, switched to a negative one in DCIS.
    UNASSIGNED: Present findings corroborated the hypothesis that a dysfunctional mevalonate pathway possibly concurs with DCIS development by leading to abnormal production of isoprenoids, which in turn activate GTPases and promote YAP/TAZ nuclear translocation, and suggested the safe and low-cost treatment with statins as the possible winning strategy to contrast this metabolic dysfunction.
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  • 文章类型: Journal Article
    背景:DCIS是否与更高的乳腺癌特异性和全因死亡率相关尚不清楚,对老年女性的研究很少。因此,我们检查了DCIS和乳腺癌特异性,心血管(CVD)特异性,女性健康倡议(WHI)临床试验参与者总体和年龄(<70岁与≥70岁)的全因死亡率。
    方法:在68,132名WHI参与者中,纳入的是781名绝经后发生DCIS的女性和781名匹配的对照.要求连续筛查乳房X线照相术具有很高的依从性。DCIS病例经中央病历审查确认。调整后的多变量Cox比例风险回归模型用于估计风险比(HR)和95%置信区间(CI)。使用KaplanMeier(KM)图评估10年和20年死亡率。
    结果:总共20.3年后,和13.2年中位诊断后随访,与对照组相比,DCIS与更高的乳腺癌特异性死亡率相关(HR3.29;CI=1.32-8.22,P=0.01)。20年乳腺癌死亡率的绝对差异为无DCIS的1.2%和DCIS后的3.4%。对数秩P=0.026。不同年龄的研究结果相似(<70岁与≥70岁),无交互作用(P交互作用=0.80)。发病DCIS与CVD特异性死亡率(HR0.77;CI-0.54-1.09,P=0.14)或全因死亡率(HR0.96;CI=0.80-1.16,P=0.68)无相关性,年龄差异相似。
    结论:在绝经后妇女中,DCIS事件与乳腺癌特异性死亡率高三倍以上相关,在更年轻和更年长的绝经后妇女中也有类似的发现。这些发现建议谨慎使用年龄来调整DCIS临床管理或研究策略。
    BACKGROUND: Whether DCIS is associated with higher breast cancer-specific and all-cause mortality is unclear with few studies in older women. Therefore, we examined DCIS and breast cancer-specific, cardiovascular (CVD)-specific, and all-cause mortality among Women\'s Health Initiative (WHI) Clinical Trial participants overall and by age (< 70 versus ≥ 70 years).
    METHODS: Of 68,132 WHI participants, included were 781 postmenopausal women with incident DCIS and 781 matched controls. Serial screening mammography was mandated with high adherence. DCIS cases were confirmed by central medical record review. Adjusted multivariable Cox proportional hazard regression models were used to estimate hazard ratios (HRs) and 95% confidence intervals (CI). Kaplan Meier (KM) plots were used to assess 10-year and 20-year mortality rates.
    RESULTS: After 20.3 years total, and 13.2 years median post-diagnosis follow-up, compared to controls, DCIS was associated with higher breast cancer-specific mortality (HR 3.29; CI = 1.32-8.22, P = 0.01). The absolute difference in 20-year breast cancer mortality was 1.2% without DCIS and 3.4% after DCIS, log-rank P = 0.026. Findings were similar by age (< 70 versus ≥ 70 years) with no interaction (P interaction = 0.80). Incident DCIS was not associated with CVD-specific mortality (HR 0.77; CI-0.54-1.09, P = 0.14) or with all-cause mortality (HR 0.96; CI = 0.80-1.16, P = 0.68) with similar findings by age.
    CONCLUSIONS: In postmenopausal women, incident DCIS was associated with over three-fold higher breast cancer-specific mortality, with similar findings in younger and older postmenopausal women. These finding suggest caution in using age to adjust DCIS clinical management or research strategies.
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  • 文章类型: Journal Article
    低核分级导管原位癌(DCIS)患者可以采取积极的管理策略,以避免不必要的手术切除。可以基于分子标志物的表达状态来选择不同的个性化治疗方式。这也可以预测不同的结果和复发风险。DCIS超声表现多为非肿块性病变,很难确定界限。目前,研究表明,基于深度学习影像组学(DLR)的模型在肿瘤轮廓自动识别中具有优势。基于临床影像特征的机器学习模型可以解释影像特征的重要性。
    经手术病理证实的349例纯DCIS患者的可用超声数据[54低核等级,175阳性雌激素受体(ER+),163阳性孕激素受体(PR+),收集了81例阳性人表皮生长因子受体2(HER2+)]。放射科医师根据第5版乳腺影像报告和数据系统(BI-RADS)提取DCIS病变的超声特征。患者年龄和BI-RADS特征用于构建临床机器学习(CML)模型。RadImageNet预训练网络用于提取影像组学特征并作为DLR建模的输入。对于训练和验证数据集,80%和20%的数据,分别,被使用。Logistic回归(LR),支持向量机(SVM),随机森林(RF),和极限梯度提升(XGBoost)算法被执行并比较以用于最终的分类建模。每个任务都使用接收器工作特征曲线(AUC)下的面积来评估DLR和CML模型的有效性。
    在训练数据集中,低核等级,ER+,PR+,HER2+DCIS病变占19.20%,65.12%,61.21%,和30.19%,分别;验证集,他们占19.30%,62.50%,57.14%,和30.91%,分别。在我们开发的DLR模型中,识别特征的最佳AUC值为0.633,用于识别低核等级,由ResNet50的XGBoost分类器完成;0.618用于识别ER,由InceptionV3的RF分类器完成;0.755用于识别PR,由InceptionV3的XGBoost分类器完成;和0.713用于识别HER2,由ResNet50的LR分类器完成。CML模型在预测低核品位方面比DLR具有更好的性能,ER+,PR+,和HER2+DCIS病变。分类的最佳AUC值如下:对于RF分类的低核等级,AUC:0.719;对于XGBoost分类的ER+,AUC:0.761;对于XGBoost分类的PR+,AUC:0.780;对于通过RF分类的HER2+,AUC:0.723。
    基于小规模数据集,我们的研究表明,使用RadImageNet预训练网络和CML模型开发的DLR模型可能有助于预测低核等级,ER+,PR+,和HER2+DCIS病变,使患者受益于分级和个性化治疗。
    UNASSIGNED: Low nuclear grade ductal carcinoma in situ (DCIS) patients can adopt proactive management strategies to avoid unnecessary surgical resection. Different personalized treatment modalities may be selected based on the expression status of molecular markers, which is also predictive of different outcomes and risks of recurrence. DCIS ultrasound findings are mostly non mass lesions, making it difficult to determine boundaries. Currently, studies have shown that models based on deep learning radiomics (DLR) have advantages in automatic recognition of tumor contours. Machine learning models based on clinical imaging features can explain the importance of imaging features.
    UNASSIGNED: The available ultrasound data of 349 patients with pure DCIS confirmed by surgical pathology [54 low nuclear grade, 175 positive estrogen receptor (ER+), 163 positive progesterone receptor (PR+), and 81 positive human epidermal growth factor receptor 2 (HER2+)] were collected. Radiologists extracted ultrasonographic features of DCIS lesions based on the 5th Edition of Breast Imaging Reporting and Data System (BI-RADS). Patient age and BI-RADS characteristics were used to construct clinical machine learning (CML) models. The RadImageNet pretrained network was used for extracting radiomics features and as an input for DLR modeling. For training and validation datasets, 80% and 20% of the data, respectively, were used. Logistic regression (LR), support vector machine (SVM), random forest (RF), and eXtreme Gradient Boosting (XGBoost) algorithms were performed and compared for the final classification modeling. Each task used the area under the receiver operating characteristic curve (AUC) to evaluate the effectiveness of DLR and CML models.
    UNASSIGNED: In the training dataset, low nuclear grade, ER+, PR+, and HER2+ DCIS lesions accounted for 19.20%, 65.12%, 61.21%, and 30.19%, respectively; the validation set, they consisted of 19.30%, 62.50%, 57.14%, and 30.91%, respectively. In the DLR models we developed, the best AUC values for identifying features were 0.633 for identifying low nuclear grade, completed by the XGBoost Classifier of ResNet50; 0.618 for identifying ER, completed by the RF Classifier of InceptionV3; 0.755 for identifying PR, completed by the XGBoost Classifier of InceptionV3; and 0.713 for identifying HER2, completed by the LR Classifier of ResNet50. The CML models had better performance than DLR in predicting low nuclear grade, ER+, PR+, and HER2+ DCIS lesions. The best AUC values by classification were as follows: for low nuclear grade by RF classification, AUC: 0.719; for ER+ by XGBoost classification, AUC: 0.761; for PR+ by XGBoost classification, AUC: 0.780; and for HER2+ by RF classification, AUC: 0.723.
    UNASSIGNED: Based on small-scale datasets, our study showed that the DLR models developed using RadImageNet pretrained network and CML models may help predict low nuclear grade, ER+, PR+, and HER2+ DCIS lesions so that patients benefit from hierarchical and personalized treatment.
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