Human epidermal growth factor receptor 2

人表皮生长因子受体 2
  • 文章类型: Journal Article
    人表皮生长因子受体2(HER2)是一种肿瘤生物标志物,对浸润性导管癌(IDC)具有重要的预后和治疗意义。
    本研究旨在探索基于多序列磁共振成像(MRI)的机器学习影像组学模型对HER2表达状态进行分类的有效性,包括HER2阳性,HER2低,和HER2完全阴性(HER2-零),在IDC患者中。
    共纳入402例经手术病理证实的IDC女性患者,随后分为训练组(n=250,中心I)和验证组(n=152,中心II)。从术前MRI中提取影像组学特征。采用模拟退火算法进行关键特征选择。进行了两个分类任务:任务1,HER2阳性的分类与HER2阴性(HER2低和HER2零),和任务2,HER2低与低的分类HER2-零.Logistic回归,随机森林(RF),和支持向量机建立影像组学模型。使用操作特性(ROC)的曲线下面积(AUC)评价模型的性能。
    总共,从多序列MRI中提取4506个影像组学特征。成功开发了用于预测HER2表达状态的放射组学模型。在三种分类算法中,RF在从HER2阴性中对HER2阳性和从HER2-0中对HER2-低进行分类方面取得了最高的性能,AUC值分别为0.777和0.731。
    基于机器学习的MRI影像组学可能有助于非侵入性预测IDC中HER2的不同表达状态。
    UNASSIGNED: Human epidermal growth factor receptor 2 (HER2) is a tumor biomarker with significant prognostic and therapeutic implications for invasive ductal breast carcinoma (IDC).
    UNASSIGNED: This study aimed to explore the effectiveness of a multisequence magnetic resonance imaging (MRI)-based machine learning radiomics model in classifying the expression status of HER2, including HER2-positive, HER2-low, and HER2 completely negative (HER2-zero), among patients with IDC.
    UNASSIGNED: A total of 402 female patients with IDC confirmed through surgical pathology were enrolled and subsequently divided into a training group (n = 250, center I) and a validation group (n = 152, center II). Radiomics features were extracted from the preoperative MRI. A simulated annealing algorithm was used for key feature selection. Two classification tasks were performed: task 1, the classification of HER2-positive vs. HER2-negative (HER2-low and HER2-zero), and task 2, the classification of HER2-low vs. HER2-zero. Logistic regression, random forest (RF), and support vector machine were conducted to establish radiomics models. The performance of the models was evaluated using the area under the curve (AUC) of the operating characteristics (ROC).
    UNASSIGNED: In total, 4506 radiomics features were extracted from multisequence MRI. A radiomics model for prediction of expression state of HER2 was successfully developed. Among the three classification algorithms, RF achieved the highest performance in classifying HER2-positive from HER2-negative and HER2-low from HER2-zero, with AUC values of 0.777 and 0.731, respectively.
    UNASSIGNED: Machine learning-based MRI radiomics may aid in the non-invasive prediction of the different expression status of HER2 in IDC.
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  • 文章类型: Journal Article
    目的:本研究旨在开发基于常规磁共振成像(cMRI)和影像组学特征的预测模型,用于预测乳腺癌(BC)的人类表皮生长因子受体2(HER2)状态,并比较其性能。
    方法:对我院287例侵袭性BC患者进行回顾性分析。所有患者均接受术前乳腺MRI检查,包括脂肪抑制T2加权成像,轴向动态对比增强MRI,和弥散加权成像序列。从这些序列中,得出了放射学的特征。利用cMRI特征建立了三个不同的模型,影像组学功能,以及将两者合并的综合模型。使用受试者工作特征曲线分析评估了这些模型的预测能力。然后通过DeLong测试和净重新分类改进(NRI)确定比较性能。
    结果:在随机拆分中,287例BC患者被分配到任一训练(234;46HER2-零,107HER2低,81HER2阳性)或测试(53;8HER2-零,27HER2低,18HER2阳性),比例为8:2。cMRI的平均曲线下面积(AUC),影像组学,预测HER2状态的综合模型在训练集中分别为0.705、0.819和0.859,在测试集中分别为0.639、0.797和0.842,分别。DeLong检验表明,组合模型的AUC显着超过影像组学模型(p<0.05)。NRI分析验证了组合模型在测试集中的BCHER2预测(NRI25.0)方面优于影像组学。
    结论:基于cMRI和放射组学特征组合的综合模型在非侵入性预测BC患者的三级HER2状态方面优于单一放射组学模型。
    OBJECTIVE: This study aimed to develop predictive models based on conventional magnetic resonance imaging (cMRI) and radiomics features for predicting human epidermal growth factor receptor 2 (HER2) status of breast cancer (BC) and compare their performance.
    METHODS: A total of 287 patients with invasive BC in our hospital were retrospectively analyzed. All patients underwent preoperative breast MRI consisting of fat-suppressed T2-weighted imaging, axial dynamic contrast-enhanced MRI, and diffusion-weighted imaging sequences. From these sequences, radiomics features were derived. Three distinct models were established utilizing cMRI features, radiomics features, and a comprehensive model that amalgamated both. The predictive capabilities of these models were assessed using the receiver operating characteristic curve analysis. The comparative performance was then determined through the DeLong test and net reclassification improvement (NRI).
    RESULTS: In a randomized split, the 287 patients with BC were allotted to either training (234; 46 HER2-zero, 107 HER2-low, 81 HER2-positive) or test (53; 8 HER2-zero, 27 HER2-low, 18 HER2-positive) at an 8:2 ratio. The mean area under the curve (AUCs) for cMRI, radiomics, and comprehensive models predicting HER2 status were 0.705, 0.819, and 0.859 in training set and 0.639, 0.797, and 0.842 in test set, respectively. DeLong\'s test indicated that the combined model\'s AUC surpassed the radiomics model significantly (p < 0.05). NRI analysis verified superiority of the combined model over the radiomics for BC HER2 prediction (NRI 25.0) in the test set.
    CONCLUSIONS: The comprehensive model based on the combination of cMRI and radiomics features outperformed the single radiomics model in noninvasively predicting the three-tiered HER2 status in patients with BC.
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  • 文章类型: Journal Article
    人类表皮生长因子受体2多年来一直是胃癌治疗策略的关键生物标志物。然而,在ToGA试验证明曲妥珠单抗在提高生存率方面的功效十多年后,针对人表皮生长因子受体2的治疗方法的开发仍然具有挑战性.酪氨酸激酶抑制剂的几个大规模临床试验,非曲妥珠单抗抗人表皮生长因子受体2抗体,和抗体-药物缀合物未能达到主要终点。曲妥珠单抗超越进展的概念和曲妥珠单抗治疗后抗人表皮生长因子受体2治疗的耐药机制的复杂性提出了重大障碍。导致曲妥珠单抗在一段时间内成为人类表皮生长因子受体2阳性胃癌的唯一疗法。然而,近年来,景观发生了变化,特别是自2020年推出抗体-药物偶联物曲妥珠单抗deruxtecan以来。这重新激发了开发针对胃癌中人类表皮生长因子受体2的治疗方法的兴趣。
    Human epidermal growth factor receptor 2 has been a pivotal biomarker for gastric cancer treatment strategies for many years. However, more than a decade after the ToGA trial demonstrated the efficacy of trastuzumab in improving survival, the development of treatments targeting human epidermal growth factor receptor 2 remains challenging. Several large-scale clinical trials of tyrosine kinase inhibitors, non-trastuzumab anti-human epidermal growth factor receptor 2 antibodies, and antibody-drug conjugates have failed to meet the primary endpoints. The concept of trastuzumab beyond progression and the complexity of resistance mechanisms to anti-human epidermal growth factor receptor 2 therapy after trastuzumab treatment presented significant obstacles, leading to trastuzumab being the sole therapy for human epidermal growth factor receptor 2-positive gastric cancer for some time. Nevertheless, the landscape has shifted in recent years, especially since the introduction of the antibody-drug conjugate trastuzumab deruxtecan in 2020. This has rekindled the interest in developing treatments targeting human epidermal growth factor receptor 2 in gastric cancer.
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  • 文章类型: Journal Article
    抗体-药物缀合物(ADC)由靶向肿瘤细胞的单克隆抗体和通过接头连接的细胞毒性药物组成。通过利用抗体的靶向特性,在鉴定肿瘤抗原后,ADC通过内吞作用将细胞毒性药物递送到肿瘤细胞中。这种精确的方法旨在选择性地杀死肿瘤细胞,同时最大限度地减少对正常细胞的伤害。提供安全有效的治疗益处。近年来,随着ADC的发展,抗肿瘤治疗取得了重大进展,为患者提供新的和有效的治疗选择。有300多个ADC探索各种肿瘤适应症,其中一些已经批准用于临床,诸如抗原表达等因素引起的耐药性等挑战,ADC处理,有效载荷已经出现。这篇综述旨在概述ADC的发展历史,他们的结构,作用机制,最近的构图进步,目标选择,已完成和正在进行的临床试验,抵抗机制,和干预策略。此外,它将深入研究带有新标记的ADC的潜力,连接子,有效载荷,和创新的行动机制,以加强癌症治疗选择。ADC的发展也导致了联合治疗作为提高药物疗效的新治疗方法的出现。
    Antibody-drug conjugates (ADCs) consist of monoclonal antibodies that target tumor cells and cytotoxic drugs linked through linkers. By leveraging antibodies\' targeting properties, ADCs deliver cytotoxic drugs into tumor cells via endocytosis after identifying the tumor antigen. This precise method aims to kill tumor cells selectively while minimizing harm to normal cells, offering safe and effective therapeutic benefits. Recent years have seen significant progress in antitumor treatment with ADC development, providing patients with new and potent treatment options. With over 300 ADCs explored for various tumor indications and some already approved for clinical use, challenges such as resistance due to factors like antigen expression, ADC processing, and payload have emerged. This review aims to outline the history of ADC development, their structure, mechanism of action, recent composition advancements, target selection, completed and ongoing clinical trials, resistance mechanisms, and intervention strategies. Additionally, it will delve into the potential of ADCs with novel markers, linkers, payloads, and innovative action mechanisms to enhance cancer treatment options. The evolution of ADCs has also led to the emergence of combination therapy as a new therapeutic approach to improve drug efficacy.
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  • 文章类型: Journal Article
    背景:由于心脏毒性问题,表柔比星和曲妥珠单抗的同时使用尚未得到充分研究.这项研究旨在检查人表皮生长因子受体2(HER2)阳性早期乳腺癌(EBC)患者的心脏毒性和病理完全缓解(pCR)率。
    方法:我们在NCBI/PubMed中对相关文献进行了系统的搜索,Cochrane数据库,2000年1月1日至2021年2月28日的II期或III期随机对照试验的国际会议摘要,重点是HER2阳性EBC患者的并行治疗方案。为了比较心脏毒性的风险和pCR率的几率,我们进行了线性meta回归分析,以研究多个协变量的影响.
    结果:我们分析了7项新辅助试验,这些试验涉及表阿霉素和曲妥珠单抗与1797例患者的同时使用。使用的表柔比星的累积剂量中位数为300mg/m2,共报告了96次不良心脏事件。与非并行方案相比,并行方案并未导致心脏毒性的显着增加(风险比[RR]=1.18,95%置信区间[CI]=0.68-2.05)。与非同时或不含蒽环类药物的方案相比,同时治疗方案与pCR率显著增加相关(比值比=1.48,95%CI=1.04-2.12).线性固定效应荟萃回归分析表明,在包括更多激素受体阳性EBC患者的试验中,心脏毒性的RR随着治疗方案的同步而显着增加,pCR率变得不那么显著。
    结论:曲妥珠单抗和低剂量表柔比星的组合对pCR率产生积极影响,而心脏毒性没有显著增加。我们建议探索HR阴性的并发治疗方案,HER2阳性肿瘤增强pCR率,由于潜在的心脏毒性,建议谨慎治疗HR阳性肿瘤。
    BACKGROUND: Due to cardiotoxicity concerns, the concurrent use of epirubicin and trastuzumab has not been fully studied. This study aimed to examine the cardiotoxicity and pathological complete response (pCR) rate associated with the concurrent regimens in patients with human epidermal growth factor receptor 2 (HER2)-positive early breast cancer (EBC).
    METHODS: We conducted a systematic search for relevant literature in the NCBI/PubMed, the Cochrane database, and international conference abstracts for phase II or III randomized controlled trials between January 1, 2000, and February 28, 2021, focusing on the concurrent regimens in patients with HER2-positive EBC. To compare the risk of cardiotoxicity and the odds of the pCR rate, we performed linear meta-regression analyses to investigate the effects of multiple covariates.
    RESULTS: We analyzed 7 neoadjuvant trials involving the concurrent use of epirubicin and trastuzumab with 1797 patients. The median cumulative dose of epirubicin used was 300 mg/m2, with a total of 96 reported adverse cardiac events. The concurrent regimens did not result in a significant increase in cardiotoxicity compared to nonconcurrent regimens (risk ratio [RR] = 1.18, 95% confidence interval [CI] = 0.68-2.05). Compared with nonconcurrent or non-anthracycline-containing regimens, concurrent regimens were associated with a significant increase in the pCR rate (odds ratio = 1.48, 95% CI = 1.04-2.12). The linear fixed-effects meta-regression analysis indicated that in trials including more patients with hormone receptor-positive EBC, the RR of cardiotoxicity significantly increased with concurrent regimens, and the pCR rate became less significant.
    CONCLUSIONS: The combination of trastuzumab and a low dose of epirubicin positively impacted the pCR rate without a significant increase in cardiotoxicity. We recommend exploring concurrent regimens for HR-negative, HER2-positive tumors to enhance pCR rates, with caution advised for HR-positive tumors due to potential cardiotoxicity.
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  • 文章类型: Case Reports
    乳腺外Paget病(EMPD)是一种罕见的皮肤上皮内腺癌,多分布在有汗腺细胞的部位,主要发生在女性的肛门生殖器皮肤。男性生殖道受累极为罕见,通常与其他恶性肿瘤一起发生。阴囊内的Paget病与汗腺癌更为罕见。Saidi等人首次报道与Paget病相关的阴囊内分泌汗腺癌。1997年,全球相关研究报告的病例不超过50例。早期EMPD合并汗腺癌主要是手术治疗,并且对于晚期EMPD伴汗腺癌没有标准的治疗计划。上一篇文章报道,化疗如紫杉醇,氟尿嘧啶,铂金,而长春碱和分子靶向治疗对患者的基因检测结果有一定的疗效。这里,我们报告了一个79岁的男性病例,诊断为人类表皮生长因子受体2(HER-2)过度表达,通过化疗和抗HER-2治疗如吡唑替尼得到有效控制。
    Extramammary Paget disease (EMPD) is a rare cutaneous intraepithelial adenocarcinoma, which is mostly distributed in areas with sweat gland cells and mainly occurs in the anogenital skin of women. The male genital tract involvement is extremely rare and often occurs with other malignant tumors. Paget\'s disease in the scrotum with sweat gland carcinoma is even rarer. In the first report of scrotal endocrine sweat gland carcinoma associated with Paget disease by Saidi et al. in 1997, no more than 50 cases have been reported in the relevant research worldwide. Early EMPD combined with sweat gland carcinoma is mainly surgical treatment, and there is no standard treatment plan for advanced EMPD with sweat gland carcinoma. Previous article has reported that chemotherapy such as paclitaxel, fluorouracil, platinum, and vinblastine and molecular targeted therapy based on the genetic test results of patients have certain efficacy. Here, we report a 79-year-old male case diagnosed with human epidermal growth factor receptor 2 (HER-2) overexpression, which was effectively controlled by chemotherapy and anti-HER-2 treatment such as pyrotinib.
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  • 文章类型: Journal Article
    Lung cancer is the most common malignant tumor and the second most common malignant tumor in terms of mortality in the world. Non-small cell lung cancer (NSCLC) is the most common pathological type of lung cancer. Currently, the first-line standard treatment for advanced NSCLC is immunotherapy and targeted therapy. Although these treatments prolong the survival of patients, acquired drug resistance is still inevitable. Antibody-drug conjugates (ADCs) are a new type of anti-tumor drug made by coupling cytotoxic payloads to specific monoclonal antibodies via linkers. Compared with chemotherapy drugs, ADCs have the advantages of accurate recognition, local release, and high patient tolerance. In recent years, they have shown good clinical benefits in the treatment of NSCLC. This article provides an overview of the mechanism of action of ADCs, clinical studies progress in advanced NSCLC, and existing problems and challenges.
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    【中文题目:抗体偶联药物在非小细胞肺癌中的研究进展】 【中文摘要:肺癌是全球发病率第一位、病死率第二位的恶性肿瘤。非小细胞肺癌(non-small cell lung cancer, NSCLC)是最主要的肺癌病理分型。目前晚期NSCLC的一线标准治疗方案为免疫治疗、靶向治疗,虽然延长了患者的生存期,但获得性耐药仍是不可避免的。抗体偶联药物(antibody-drug conjugates, ADCs)是一类经由连接子将细胞毒性载荷与特异性单克隆抗体偶联制成的新型抗肿瘤药物,与化疗药物相比,ADCs具有精准识别、局部释放、患者耐受性高等优点,近年在NSCLC治疗方面显示出良好的临床获益。本文针对ADCs的作用机制、在晚期NSCLC中的临床研究进展以及存在的问题和挑战等方面进行概述。
】 【中文关键词:肺肿瘤;抗体偶联药物;人表皮生长因子受体2;人表皮生长因子受体3;滋养层细胞表面抗原2】.
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  • 文章类型: Journal Article
    目的:Pyrotinib是一种新型的不可逆酪氨酸激酶抑制剂,已显示出对人类表皮生长因子受体2(HER2)阳性转移性乳腺癌(MBC)的疗效。本研究探讨了在现实世界中吡唑替尼治疗HER2阳性MBC患者的疗效和安全性。
    方法:从2018年9月至2022年2月,本研究纳入了在该中心治疗的137例HER2阳性MBC女性患者。随访期于2023年1月12日结束。这项研究的主要终点是无进展生存期(PFS)。总生存期(OS),客观反应率(ORR),疾病控制率(DCR),临床获益率(CBR),中枢神经系统(CNS)-PFS,CNS-ORR,CNS-CBR,CNS-DCR,和不良事件(AE)是次要终点。
    结果:ORR,DCR和CBR分别为41.98%(55/131),87.79%(115/131)和44.27%(58/131),分别。该队列的中位PFS为10.37个月[95%置信区间(CI):9.205-11.535],中位OS为37.53个月(未达到)。单变量和多变量分析表明,曲妥珠单抗敏感性是改善PFS[风险比(HR):0.579(0.371-0.904,p=0.016)]和改善OS[0.410(0.213-0.790,p=0.008)]的独立预测因子。二线和三线或二线治疗的患者接受基于吡唑替尼的方案治疗的患者PFS较差[二线:3.315(1.832-6.000,p<0.001);三线或二线治疗:3.304(1.749-6.243,p<0.001)]和OS[二线治疗:4.631(1.033-20.771,p=0.045];三线治疗或二线治疗后(1.7212-174)这项研究中有38例脑转移(BM)患者,CNS-mPFS[14.37个月(7.815-20.925)与7.83个月(7.047-8.613),p=0.375]和mOS[未达到与36.40个月(18.551-54.249),p=0.034]脑放疗(BRT)组优于NBRT组。18.98%(26/137)的患者经历了3级或更高的腹泻。未报告AE相关死亡。
    结论:这项研究证实了现实世界中基于吡罗替尼的治疗HER2阳性MBC患者的有希望的抗肿瘤活性和可接受的安全性。特别是那些对曲妥珠单抗敏感的患者,以及正在接受以吡rotinib为基础的方案作为高级一线治疗的患者.也已经证明,这些方案与BRT相结合,为这些BM患者提供更好的颅内反应和长期生存获益。
    Pyrotinib is a novel irreversible tyrosine kinase inhibitor that has shown efficacy for human epidermal growth factor receptor 2 (HER2)-positive metastatic breast cancer (MBC). This study explored the efficacy and safety of pyrotinib in the treatment of HER2-positive MBC patients in the real world.
    From September 2018 to February 2022, 137 female patients with HER2-positive MBC treated in this center were enrolled in this study. The follow-up period ended on January 12, 2023. The primary endpoint of this study was progression-free survival (PFS). Overall survival (OS), objective response rate (ORR), disease control rate (DCR), clinical benefit rate (CBR), central nervous system (CNS)-PFS, CNS-ORR, CNS-CBR, CNS-DCR, and adverse event (AE) were the secondary endpoints.
    The ORR, DCR and CBR were 41.98 % (55/131), 87.79 % (115/131) and 44.27 % (58/131) in this cohort, respectively. The median PFS for this cohort was 10.37 months [95 % confidence interval (CI): 9.205-11.535] and the median OS was 37.53 months (not reached). Univariate and multivariate analyses showed that trastuzumab sensitivity was an independent predictor of improved PFS [hazard ratio (HR): 0.579 (0.371-0.904, p=0.016)] and improved OS [0.410 (0.213-0.790, p=0.008)]. Patients treated with a pyrotinib-based regimen as second-line and third-or-post-line therapy had poorer PFS [second-line: 3.315 (1.832-6.000, p<0.001); third-or-post-line: 3.304 (1.749-6.243, p<0.001)] and OS [second-line: 4.631 (1.033-20.771, p=0.045); third-or-post-line: 5.738 (1.212-27.174, p=0.028)]. There were 38 brain metastases (BM) patients in this study, the CNS-mPFS [14.37 months (7.815-20.925) vs. 7.83 months (7.047-8.613), p=0.375] and mOS [not reached vs. 36.40 months (18.551-54.249), p=0.034] were better in brain radiotherapy (BRT) group than NBRT group. 18.98 % (26/137) of patients experienced grade 3 or higher diarrhea. No AE-related death was reported.
    This study confirms the promising antitumor activity and acceptable safety of real-world pyrotinib-based regimens for the treatment of HER2-positive MBC patients, particularly those who are trastuzumab-sensitive and who are receiving pyrotinib-based regimens as advanced first-line therapy. It has also been demonstrated that these regimens combined with BRT, provide better intracranial responses and long-term survival benefits for these patients with BM.
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  • 文章类型: Journal Article
    背景:Li-Fraumeni综合征(LFS),归因于TP53致病变异的遗传性疾病,(PV),与各种恶性肿瘤的高风险有关,包括乳腺癌.值得注意的是,携带TP53PV的个体比非携带者(16-25%)更有可能(67-83%)发生HER2+乳腺癌.在这项回顾性研究中,我们评估了TP53变异与乳腺癌表型之间的关联.
    方法:我们对在单一机构接受治疗的LFS患者的医疗记录进行了回顾性回顾,并回顾了TP53功能和LFS中HER2+乳腺癌发生的潜在机制的文献。
    结果:我们分析了来自8个家庭的10例LFS患者的数据。第一次肿瘤发作时的中位年龄为35.5岁。只有案例2符合经典标准;这个病人有一个废话变体,而其他患者携带错义变异。我们观察到10例患者中有9例发展为乳腺癌。免疫组织化学分析显示,LFS患者中40%的乳腺癌为HR-/HER2。HR-/HER2+肿瘤在乳腺癌发病时的中位年龄略小于HR+/HER2-肿瘤(31岁和35.5岁,分别)。
    结论:在我们的LFS病例系列中,HER2+乳腺癌亚型的发生率为40%,高于普通人群(16-25%)。一些TP53PV可能促进乳腺癌中HER2衍生的肿瘤发生。然而,有必要进行更大样本量的进一步研究,以阐明TP53PV携带者中各亚型乳腺癌的致癌机制.
    BACKGROUND: Li-Fraumeni syndrome (LFS), a hereditary condition attributed to TP53 pathogenic variants,(PV), is associated with high risks for various malignant tumors, including breast cancer. Notably, individuals harboring TP53 PVs are more likely (67-83%) to develop HER2 + breast cancer than noncarriers (16-25%). In this retrospective study, we evaluated the associations between TP53 variants and breast cancer phenotype.
    METHODS: We conducted a retrospective review of the medical records of patients with LFS treated at a single institution and reviewed the literature on TP53 functions and the mechanisms underlying HER2 + breast cancer development in LFS.
    RESULTS: We analyzed data for 10 patients with LFS from 8 families. The median age at the onset of the first tumor was 35.5 years. Only case 2 met the classic criteria; this patient harbored a nonsense variant, whereas the other patients carried missense variants. We observed that 9 of 10 patients developed breast cancer. Immunohistochemical analyses revealed that 40% of breast cancers in patients with LFS were HR - /HER2 + . The median age at the onset of breast cancer was slightly younger in HR - /HER2 + tumors than in HR + /HER2 -  tumors (31 years and 35.5 years, respectively).
    CONCLUSIONS: The occurrence of HER2 + breast cancer subtype was 40% in our LFS case series, which is greater than that in the general population (16-25%). Some TP53 PVs may facilitate HER2-derived oncogenesis in breast cancer. However, further studies with larger sample sizes are warranted to clarify the oncogenic mechanisms underlying each subtype of breast cancer in TP53 PV carriers.
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  • 文章类型: Journal Article
    目的:超过50%的乳腺癌病例是“人类表皮生长因子受体2(HER2)低乳腺癌(BC)”,特征为HER2免疫组织化学(IHC)评分为1或2,同时在荧光原位杂交(FISH)测试中没有扩增。用于治疗低HER2乳腺癌的新型抗HER2抗体-药物缀合物(ADC)的开发说明了准确评估HER2状态的重要性。特别是HER2低乳腺癌。在这项研究中,我们评估了用于评估HER2的深度学习(DL)模型的性能,包括评估病理学家和DL模型之间HER2-Null不一致的原因。我们特别关注将DL模型规则与ASCO/CAP指南保持一致,包括染色细胞的染色强度和膜染色的完整性。
    结果:我们在具有HER2-IHC评分的乳腺癌患者的多中心队列中训练了DL模型(n=299)。该模型在两个独立的多中心验证队列(n=369和n=92)上进行了验证,所有病例均由三名资深乳腺病理学家审查。所有病例均由三名资深乳腺病理学家进行全面审查,根据病理学家对最终HER2评分的多数共识确定的基本事实。总的来说,在整个研究的训练和验证阶段使用了760例乳腺癌病例。模型与地面实况的一致性(ICC=0.77[0.68-0.83];FisherP=1.32e-10)高于三位高级病理学家的平均一致性(ICC=0.45[0.17-0.65];FisherP=2e-3)。在两个验证队列中,DL模型识别了95%[93%-98%]和97%[91%-100%]的HER2低和HER2阳性肿瘤,分别。不一致的结果以形态学特征为特征,如扩展的纤维化,大量的肿瘤浸润淋巴细胞,和坏死,而肿瘤细胞的细胞质中的一些伪像,例如非特异性背景细胞质染色也会引起差异。
    结论:深度学习可以支持病理学家对困难的低HER2病例的解释。形态学变量和一些特定的伪影可能导致病理学家和DL模型之间的HER2评分不一致。
    OBJECTIVE: Over 50% of breast cancer cases are \"Human epidermal growth factor receptor 2 (HER2) low breast cancer (BC)\", characterized by HER2 immunohistochemistry (IHC) scores of 1+ or 2+ alongside no amplification on fluorescence in situ hybridization (FISH) testing. The development of new anti-HER2 antibody-drug conjugates (ADCs) for treating HER2-low breast cancers illustrates the importance of accurately assessing HER2 status, particularly HER2-low breast cancer. In this study we evaluated the performance of a deep-learning (DL) model for the assessment of HER2, including an assessment of the causes of discordances of HER2-Null between a pathologist and the DL model. We specifically focussed on aligning the DL model rules with the ASCO/CAP guidelines, including stained cells\' staining intensity and completeness of membrane staining.
    RESULTS: We trained a DL model on a multicentric cohort of breast cancer cases with HER2-IHC scores (n = 299). The model was validated on two independent multicentric validation cohorts (n = 369 and n = 92), with all cases reviewed by three senior breast pathologists. All cases underwent a thorough review by three senior breast pathologists, with the ground truth determined by a majority consensus on the final HER2 score among the pathologists. In total, 760 breast cancer cases were utilized throughout the training and validation phases of the study. The model\'s concordance with the ground truth (ICC = 0.77 [0.68-0.83]; Fisher P = 1.32e-10) is higher than the average agreement among the three senior pathologists (ICC = 0.45 [0.17-0.65]; Fisher P = 2e-3). In the two validation cohorts, the DL model identifies 95% [93% - 98%] and 97% [91% - 100%] of HER2-low and HER2-positive tumours, respectively. Discordant results were characterized by morphological features such as extended fibrosis, a high number of tumour-infiltrating lymphocytes, and necrosis, whilst some artefacts such as nonspecific background cytoplasmic stain in the cytoplasm of tumour cells also cause discrepancy.
    CONCLUSIONS: Deep learning can support pathologists\' interpretation of difficult HER2-low cases. Morphological variables and some specific artefacts can cause discrepant HER2-scores between the pathologist and the DL model.
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