Head and neck cancers

头颈癌
  • 文章类型: Journal Article
    复发性或转移性头颈癌(R/MHNC)患者在免疫治疗后容易产生耐药性。这项回顾性研究旨在研究添加安洛替尼是否可以逆转对PD-1抑制剂(PD-1i)的耐药性,并评估该组合在R/MHNC中的疗效和安全性。主要结果包括客观反应率(ORR),疾病控制率(DCR),无进展生存期(PFS),总生存期(OS),响应持续时间(DOR),和安全。潜在的生物标志物包括PD-L1表达,血脂指数,和基因组分析。21名R/M型HNC患者包括在内,包括11例鼻咽癌(NPC),五种头颈部鳞状细胞癌(HNSCC),三种唾液腺癌(SGC),和两个鼻腔或鼻旁窦癌(NC/PNC)。在所有患者中,ORR为47.6%(95%CI:28.6-66.7),2(9.5%)完全缓解;DCR为100%。中位随访时间为17.1个月,中位PFS和OS分别为14.3个月(95%CI:5.9-NR)和16.7个月(95%CI:8.4-NR),分别。中位DOR为11.2个月(95%CI:10.1-NR)。根据不同的疾病,NPC的ORR为45.5%,HNSCC的60.0%,SGC为66.7%,NC/PNC为50.0%。大多数治疗相关不良事件(TRAEs)为1级或2级(88.9%)。最常见的3-4级TRAE是高血压(28.6%),和2例治疗相关的死亡发生在出血.因此,在原始PD-1i中加入安洛替尼可以逆转PD-1阻断抗性,具有良好的响应率,延长生存期,和可接受的毒性,表明在R/M型HNC中作为二线和后续治疗选择的潜力。
    Patients with recurrent or metastatic head and neck cancers (R/M HNCs) are prone to developing resistance after immunotherapy. This retrospective real-world study aims to investigate whether the addition of anlotinib can reverse resistance to PD-1 inhibitors (PD-1i) and evaluate the efficacy and safety of this combination in R/M HNCs. Main outcomes included objective response rate (ORR), disease control rate (DCR), progression-free survival (PFS), overall survival (OS), duration of response (DOR), and safety. Potential biomarkers included PD-L1 expression, lipid index, and genomic profiling. Twenty-one patients with R/M HNCs were included, including 11 nasopharyngeal carcinoma (NPC), five head and neck squamous cell carcinoma (HNSCC), three salivary gland cancers (SGC), and two nasal cavity or paranasal sinus cancers (NC/PNC). Among all patients, ORR was 47.6% (95% CI: 28.6-66.7), with 2 (9.5%) complete response; DCR was 100%. At the median follow-up of 17.1 months, the median PFS and OS were 14.3 months (95% CI: 5.9-NR) and 16.7 months (95% CI:8.4-NR), respectively. The median DOR was 11.2 months (95% CI: 10.1-NR). As per different diseases, the ORR was 45.5% for NPC, 60.0% for HNSCC, 66.7% for SGC, and 50.0% for NC/PNC. Most treatment-related adverse events (TRAEs) were grade 1 or 2 (88.9%). The most common grades 3-4 TRAE was hypertension (28.6%), and two treatment-related deaths occurred due to bleeding. Therefore, adding anlotinib to the original PD-1i could reverse PD-1 blockade resistance, with a favorable response rate, prolonged survival, and acceptable toxicity, indicating the potential as a second-line and subsequent therapy choice in R/M HNCs.
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  • 文章类型: Journal Article
    目的:这项研究的目的是探索在101,755名前列腺癌美国人中,EAT-Lancet饮食(ELD)与头颈癌(HNC)之间的关系。肺,结直肠癌和卵巢癌(PLCO)筛查试验。
    方法:前瞻性队列研究。
    方法:计算ELD评分以评估参与者对ELD的依从性。Cox风险回归模型用于评估ELD和饮食成分与HNC风险的关联。使用限制三次样条(RCS)图来探索关系的线性。进行了预定义的亚组分析和敏感性分析,以确定潜在的效应调节剂并评估结果的稳定性。分别。
    结果:经过平均8.84年的随访,279例HNC,其中口腔癌、咽癌169例,喉癌110例。本研究观察到ELD和HNC之间的剂量反应负相关(风险比[HR]Q4与Q1:0.52;95%置信区间[CI]:0.34,0.80;P趋势=0.003;HR每SD增量:0.80;95%CI:0.71,0.91),以及口腔和咽喉癌(HRQ4vsQ1:0.52;95%CI:0.31,0.88;P趋势=0.008;HR/SD增量:0.78;95%CI:0.66,0.92)。使用RCS图的分析表明坚持ELD与降低HNC和口腔癌和咽喉癌的风险之间存在显著的线性关联(P-非线性>0.05)。亚组分析没有发现显著的交互作用因素(P交互作用>0.05),敏感性分析证实了本研究的稳健性。此外,水果和全谷物的消费量与HNC之间存在负相关(水果:HRQ4vsQ1:0.58;95%CI:0.40,0.84;P趋势=0.010;全谷物:HRQ4vsQ1:0.51;95%CI:0.26,0.97;P趋势=0.004)。
    结论:坚持ELD有助于预防HNC。
    OBJECTIVE: The aim of this study was to explore the relationship between the EAT-Lancet diet (ELD) and head and neck cancers (HNCs) in 101,755 Americans enrolled in the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial.
    METHODS: Prospective cohort study.
    METHODS: ELD score was calculated to assess participant\'s adherence to ELD. Cox hazard regression models were utilised to evaluate the association of ELD and dietary components with HNC risk. Restricted cubic spline (RCS) plots were employed to explore the linearity of the relationships. Predefined subgroup analyses and sensitivity analyses were performed to identify potential effect modifiers and to assess the stability of the findings, respectively.
    RESULTS: After a mean follow-up of 8.84 years, 279 cases of HNCs, including 169 cases of oral cavity and pharyngeal cancers and 110 cases of laryngeal cancer were recorded. This study observed a dose-response negative correlation between ELD and HNCs (hazard ratio [HR]Q4 vs Q1: 0.52; 95% confidence interval [CI]: 0.34, 0.80; P-trend = 0.003; HRper SD increment: 0.80; 95% CI: 0.71, 0.91), and oral cavity and pharyngeal cancers (HRQ4 vs Q1: 0.52; 95% CI: 0.31, 0.88; P-trend = 0.008; HRper SD increment: 0.78; 95% CI: 0.66, 0.92). Analysis using RCS plots indicated a significant linear association between adherence to the ELD and reduced risk of HNCs and oral cavity and pharyngeal cancers (P-nonlinearity > 0.05). Subgroup analysis did not reveal significant interaction factors (P-interaction > 0.05), and sensitivity analysis confirmed the robustness of this study. Additionally, negative correlations were found between the consumption of fruits and whole grains and HNCs (fruits: HRQ4 vs Q1: 0.58; 95% CI: 0.40, 0.84; P-trend = 0.010; whole grains: HRQ4 vs Q1: 0.51; 95% CI: 0.26, 0.97; P-trend = 0.004).
    CONCLUSIONS: Adherence to ELD contributes to the prevention of HNCs.
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  • 文章类型: Journal Article
    在西方,人乳头瘤病毒(HPV)相关口咽鳞癌(OPSCC)的发病率呈上升趋势,但在亚洲鲜为人知。这项研究阐明了香港OPSCC的发病率和HPV阳性部分的变化。来自基于人群的癌症登记的数据用于分析OPSCC与其他头颈部癌症的发病率。对存档的肿瘤组织进行HPV检测。从1986年到2020年,鼻咽癌和喉癌的发病率明显下降,但OPSCC从1986年的36例持续增加到2020年的116例。2010-2020年OPSCC高危型HPV平均阳性率为36.1%(112/310)。近年来HPV阳性率明显高于早期病例(2016-2020年扁桃体SCC:64.7%(55/85)与2010-2015年为40.4%(19/47),p=0.007)。HPV阳性扁桃体癌患者明显比阴性患者年轻(平均值[SD]:58.9[9.9]vs.64.3[13.3]年,p=0.006),但是性别之间没有显着差异。在过去的几十年中,香港的口咽癌症发病率持续增加,这可以解释为HPV阳性扁桃体癌的显着增加。
    The incidence of human papillomavirus (HPV)-associated oropharyngeal squamous cell carcinoma (OPSCC) is rising in the West, but little is known in Asia. This study elucidated changes in the incidence and HPV-positive portion of OPSCC in Hong Kong. Data from population-based cancer registry were used to analyze the incidence of OPSCC in association with other head and neck cancers. Archived tumor tissues were tested for HPV. From 1986 to 2020, there was a marked decrease in the incidence of nasopharyngeal and laryngeal cancers, but a persistent increase in OPSCC from 36 cases in 1986 to 116 cases in 2020. The average positive rate for high-risk HPV was 36.1% (112/310) among OPSCC diagnosed in 2010-2020. The HPV-positive rate in recent years was significantly higher than earlier cases (tonsil SCC: 64.7% (55/85) in 2016-2020 vs. 40.4% (19/47) in 2010-2015, p = 0.007). Patients with HPV-positive tonsil cancers were significantly younger than those negative (mean [SD]: 58.9 [9.9] vs. 64.3 [13.3] years, p = 0.006), but no significant difference was observed between genders. A persistent increase in the incidence of oropharyngeal cancer over the last few decades was observed in Hong Kong, which can be explained by the remarkable increase in HPV-positive tonsil cancers.
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  • 文章类型: Journal Article
    磷脂酰胆碱(PC)和溶血磷脂酰胆碱(LPC),两种类型的磷脂(PL),据报道,喉癌(LC)和甲状腺癌(TC)与头颈癌密切相关,这使得他们的分析至关重要。在这项工作中,开发了基于TiO2@COF的固相微萃取(SPME)与UHPLC-MS/MS耦合的方法,用于从少量血清中快速准确地检测七个潜在的PL生物标志物。TiO2和COF的组合被证明对于目标分析物的提取是有效的。在最优条件下,开发的基于TiO2@COF的SPME-UHPLC-MS/MS方法显示出良好的线性(R2≥0.997),PLs的LOD范围为0.05至0.38ng/mL,提取回收率和基体效应在83.09-112.03%和85.38-113.67%之间,分别。作为一种高通量的预处理方法,获得了2.7-10.1%的令人满意的探针到探针的再现率。最后,基于TiO2@COF的SPME-UHPLC-MS/MS方法用于分析早期LC患者(n=15)血清样品中的LPC14:0,LPC16:0,LPC16:0,LPC18:1,LPC19:0/18:1和PC18:0,早期TC患者(n=15),和健康志愿者(n=15)。结果表明,使用正交偏最小二乘判别分析(OPLS-DA)可以有效地将癌症患者与健康对照组区分开。总之,所建立的基于TiO2@COF的SPME-UHPLC-MS/MS快速测定血清样品中7种PLs,这对于头颈部癌症的早期诊断是有希望的。
    Phosphatidylcholine (PC) and lysophosphatidylcholine (LPC), two types of phospholipids (PLs), have been reported to be closely correlated with head and neck cancers of laryngeal cancer (LC) and thyroid cancer (TC), which make their analysis crucial. TiO2@COF-based solid-phase microextraction (SPME) coupled to UHPLC-MS/MS was developed for the rapid and accurate detection of seven potential PL biomarkers from small amounts of serum in this work. The combination of TiO2 and COF proves to be effective for the extraction of the target analytes. Under optimal conditions, the developed TiO2@COF-based SPME-UHPLC-MS/MS method revealed good linearity (R2 ≥ 0.997) with LODs ranging from 0.05 to 0.38 ng/mL for PLs, the extraction recoveries and matrix effects ranging from 83.09-112.03% and 85.38-113.67%, respectively. As a high-throughput pretreatment method, satisfactory probe-to-probe reproducibility rates of 2.7-10.1% were obtained. Finally, the TiO2@COF-based SPME-UHPLC-MS/MS method was applied to analyze LPC 14:0, LPC 16:0, LPC 18:0, LPC 18:1, LPC 19:0, PC 16:0/18:1, and PC 18:0 in serum samples from early LC patients (n = 15), early TC patients (n = 15), and healthy volunteers (n = 15). The results indicated that cancer patients could be effectively differentiated from healthy controls using orthogonal partial least squares discriminant analysis (OPLS-DA). In conclusion, the established TiO2@COF-based SPME-UHPLC-MS/MS method is reliable for the rapid determination of the seven PLs in serum samples, which is promising for early diagnosis of head and neck cancers.
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  • 文章类型: Journal Article
    癌症驱动基因(CDGs)和驱动突变破坏了许多关键细胞活动的稳态,从而在肿瘤发生和进展中发挥关键作用。在这项研究中,基于一系列在线数据库进行综合生物信息学分析,旨在确定在头颈癌中具有高频率突变的驱动基因。较高的骨髓瘤过表达(MYEOV)遗传变异频率和表达水平与头颈部癌症患者预后较差有关。MYEOV在头颈部肿瘤样品和细胞内显著上调。始终如一,MYEOV过表达通过促进集落形成显著增强头颈部癌细胞的侵袭性,细胞入侵,和细胞迁移。相反,在口腔原位肿瘤模型中,MYEOV敲低减弱癌细胞侵袭性并抑制肿瘤生长和转移。总之,MYEOV在头颈部癌中过度表达,与头颈部癌症患者预后较差相关的突变频率更高。MYEOV通过促进肿瘤细胞集落的形成作为头颈癌的癌基因,入侵,和移民,以及促进口腔原位肿瘤模型中的肿瘤生长和转移。
    Cancer driver genes (CDGs) and the driver mutations disrupt the homeostasis of numerous critical cell activities, thereby playing a critical role in tumor initiation and progression. In this study, integrative bioinformatics analyses were performed based on a series of online databases, aiming to identify driver genes with high frequencies of mutations in head and neck cancers. Higher myeloma overexpressed (MYEOV) genetic variation frequency and expression level were connected to a poorer prognosis in head and neck cancer patients. MYEOV was dramatically upregulated within head and neck tumor samples and cells. Consistently, MYEOV overexpression remarkably enhanced the aggressiveness of head and neck cancer cells by promoting colony formation, cell invasion, and cell migration. Conversely, MYEOV knockdown attenuated cancer cell aggressiveness and inhibited tumor growth and metastasis in the oral orthotopic tumor model. In conclusion, MYEOV is overexpressed in head and neck cancer, with greater mutation frequencies correlating to a poorer prognosis in head and neck cancer patients. MYEOV serves as an oncogene in head and neck cancer through the promotion of tumor cell colony formation, invasion, and migration, as well as promoting tumor growth and metastasis in the oral orthotopic tumor model.
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  • 文章类型: Journal Article
    目的:探讨诱导化疗(IC)在淋巴结阳性(LN阳性)III期鼻咽癌(NPC)同步放化疗(CCRT)中的作用。
    方法:总共,纳入627例接受CCRT或IC加CCRT的新诊断LN阳性III期NPC患者。主要终点是无进展生存期(PFS)。进行倾向评分匹配(PSM)以平衡组间协变量。采用对数秩检验的Kaplan-Meier方法比较生存曲线。根据基线特征进行亚组分析。
    结果:1:1PSM后,确定了414名患者(每组207名患者)。与CCRT相比,IC加CCRT提供了更好的生存率(5年PFS88.4%vs.78.6%,P=0.01;总生存率[OS]94.8%vs.85.3%,P=0.003;无远处转移生存率[DMFS]93.1%与85.6%,P=0.03)。IC对PFS的有益影响主要存在于2-3级ENE患者中,血清乳酸脱氢酶升高(LDH>170U/L),N2病2级CNN患者的PFS获益与0-1级CNN患者相当。对于0-1级ENE合并LDH≤170U/L的患者,两组之间的生存率相似,5年PFS为93.6%。90.4%(P=0.50),OS94.2%与93.0%(P=0.72),和DMFS98.6%与97.7%(P=0.98)。
    结论:在CCRT前添加IC可改善LN阳性III期NPC患者的生存率。对于0-1级ENE合并LDH≤170U/L的患者,额外的IC不能提供更好的生存率,在该人群中可以避免。CNN可能不是定制个性化治疗计划的好风险因素。
    To investigate the role of induction chemotherapy (IC) in lymph node-positive (LN-positive) stage III nasopharyngeal carcinoma (NPC) receiving concurrent chemoradiotherapy (CCRT).
    In total, 627 patients with newly diagnosed LN-positive stage III NPC receiving CCRT or IC plus CCRT were included. The primary endpoint was progression-free survival (PFS). Propensity-score matching (PSM) was conducted to balance the intergroup covariates. Kaplan-Meier method with log-rank test was employed to compare survival curves. Subgroup analyses were conducted based on baseline characteristics.
    After 1:1 PSM, 414 patients were identified (207 patients per group). Compared with CCRT, IC plus CCRT provided better survival (5-year PFS 88.4% vs. 78.6%, P = 0.01; overall survival [OS] 94.8% vs. 85.3%, P = 0.003; and distant metastasis-free survival [DMFS] 93.1% vs. 85.6%, P = 0.03). The IC beneficial effects on PFS were mainly present in patients with grade 2-3 ENE, elevated serum lactate dehydrogenase (LDH > 170U/L), and N2 disease. Patients with grade 2 CNN had comparable PFS benefits to those with grade 0-1 CNN. For patients with grade 0-1 ENE combined with LDH ≤ 170U/L, survival between the two groups was similar with 5-year PFS 93.6% vs. 90.4% (P = 0.50), OS 94.2% vs. 93.0% (P = 0.72), and DMFS 98.6% vs. 97.7% (P = 0.98).
    Adding IC before CCRT improved survival in LN-positive stage III NPC patients. Additional IC did not provide better survival for patients with grade 0-1 ENE combined with LDH ≤ 170U/L and could be avoided in this population. CNN may not be a good risk factor for tailoring a personalized treatment plan.
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  • 文章类型: Journal Article
        This study explored the soluble forms of PD-1 and sPD-L1/2 in serum and urine of patients with head and neck cancer (HNCs) and associated the data with clinical state and 5-year survival. The sPD-1 and sPD-L1/2 levels were evaluated by ELISA in sufferers (N=110) and normal controls (N=82). Patients in the case group were more likely to be male smokers or former smokers. Compared with the normal control group, the serum levels of sPD-1, sPD-L1 and sPD-L2 and the urine level of sPD-L1 in patients with HNCs were increased. Furthermore, sPD-1 and sPD-L1 serum levels existed a positive connection, and sPD-1 and sPD-L2 serum levels positively correlated in HNCs sufferers. The urine sPD-1 and sPD-L1 had a positive relationship. sPD-1 serum levels had a positive connection with urine sPD-1, sPD-L1 urine levels had a positive relationship with sPD-L1, and sPD-L2 serum levels positively connected to urine sPD-L2. Lower serum sPD-1 and sPD-L1/L2 were associated with disease progression and survival at the examination time. sPD-1 and sPD-L1/L2 serum levels above median were markedly related to a decreased probability of 5-years OS in patients with HNCs. The sPD-1 and sPD-L1/2 were complementary markers representing clinical condition and illness outcomes for HNCs patients. The sPD-L1 might accelerate the characterization of high-risk patients with disapproving illness outcomes. sPD-1 and sPD-L1/2 could be easily accessed through liquid biopsy. The incorporation of them as indicators for risk evaluation throughout treatment scheduling and follow-up seems to be an appreciated method.
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  • 文章类型: Journal Article
    UNASSIGNED:比较佐剂质子束与目的探讨碳离子束放疗在头颈部癌根治术后放疗中的应用价值.
    UNASSIGNED:回顾性分析了2015年10月至2019年3月在上海质子和重离子中心(SPHIC)进行完全手术切除后接受辅助PBRT的38例头颈部癌症患者的数据。总的来说,18例患者接受了辅助质子束治疗(54-60GyE/27-30分),20例接受了辅助碳离子放射治疗(CIRT)(54-60GyE/18-20分)。使用Kaplan-Meier分析计算生存率。根据不良反应通用术语标准(4.03版)评估毒性。
    UNASSIGNED:中位随访时间为21(范围,3-45)个月,2年总生存期(OS),无进展生存期(PFS),局部区域无复发生存率(LRRFS)和无远处转移生存率(DMFS)分别为93.3%,87.4%,94.1%,90.7%,分别,对于整个队列。质子束治疗后的比率与CIRT为94.1%与91.7%(P=0.96),88.1%vs.86.2%(P=0.96),94.4%vs.93.3%(P=0.97),和88.1%vs.92.9%(P=0.57),分别。此外,18例(88.9%)患者在质子束治疗后出现急性I/II级皮炎(13例I级;3例II级),20例患者中只有7例(35%)在CIRT后出现急性I级皮炎(P=0.001).质子和碳离子病例中急性I/II级粘膜炎和口干的发生率为45%。55%(P=0.75)和56%。50%(P=0.87)。
    未经批准:头颈部癌根治性手术切除后的辅助质子束治疗和CIRT提供了令人满意的治疗效果,但是两种放射治疗技术之间没有显着差异。然而,与质子束治疗相比,佐剂CIRT与更有利的急性毒性曲线相关,观察到急性皮炎的频率和严重程度显着降低。
    UNASSIGNED: To compare the efficacy and toxicity of adjuvant proton beam vs. carbon-ion beam radiotherapy for head and neck cancers after radical resection and to explore the value of particle beam radiotherapy (PBRT) in postoperative radiotherapy for head and neck cancers.
    UNASSIGNED: Data from 38 head and neck cancer patients who received adjuvant PBRT after complete surgical resection at the Shanghai Proton and Heavy Ion Center (SPHIC) between October 2015 and March 2019 were retrospectively analyzed. In total, 18 patients received adjuvant proton beam therapy (54-60 GyE/27-30 fractions) and 20 received adjuvant carbon-ion radiotherapy (CIRT) (54-60 GyE/18-20 fractions). Survival rates were calculated using Kaplan-Meier analysis. Toxicity was evaluated according to the Common Terminology Criteria for Adverse Effects (version 4.03).
    UNASSIGNED: With a median follow-up time of 21 (range, 3-45) months, the 2-year overall survival (OS), progression-free survival (PFS), local-regional recurrence-free survival (LRRFS) and distant metastasis-free survival (DMFS) rates were 93.3%, 87.4%, 94.1%, and 90.7%, respectively, for the entire cohort. The rates after proton beam therapy vs. CIRT were 94.1% vs. 91.7% (P=0.96), 88.1% vs. 86.2% (P=0.96), 94.4% vs. 93.3% (P=0.97), and 88.1% vs. 92.9% (P=0.57), respectively. Furthermore, 16 of the 18 (88.9%) patients developed acute grade I/II dermatitis (13 grade I; 3 grade II) after proton beam therapy, and only 7 of the 20 (35%) patients developed acute grade I dermatitis after CIRT (P=0.001). The incidence of acute grade I/II mucositis and xerostomia in proton and carbon ion cases were 45% vs. 55% (P=0.75) and 56% vs. 50% (P=0.87) respectively.
    UNASSIGNED: Adjuvant proton beam therapy and CIRT after radical surgical resection for head and neck cancers provided satisfactory therapeutic effectiveness, but no significant difference was observed between the two radiotherapy technologies. However, adjuvant CIRT was associated with a more favorable acute toxicity profile as compared to proton beam therapy with significantly lower frequency and severity of acute dermatitis observed.
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  • 文章类型: Journal Article
    目的:可靠的局部复发(LRR)预测模型对于接受放疗的头颈癌(HNC)患者的个性化管理非常重要。这项工作旨在开发一种基于Delta-Radiomics特征的多分类器,多目标,和多模态(Delta-mCOM)模型用于治疗后HNCLRR预测。此外,我们的目标是采用带拒绝选项的学习(LRO)策略,通过拒绝预测不确定性高的样本来提高Delta-mCOM模型的可靠性。
    方法:在这项回顾性研究中,我们收集了在我们机构接受放疗(RT)的224例HNC患者的PET/CT图像和临床数据.我们计算了从放疗前后获取的PET/CT图像中提取的影像组学特征之间的差异,并将其与治疗前的影像组学特征一起用作输入特征。使用临床参数,PET影像组学特点,和CT影像组学特征,我们建立并优化了三个独立的单模态模型。我们使用多个分类器进行模型构建,并同时采用灵敏度和特异性作为每个分类器的训练目标。然后,用于测试样品,我们融合了所有这些单模态模型的输出概率,以获得Delta-mCOM模型的最终输出概率。在LRO战略中,我们使用经过训练的Delta-mCOM模型进行预测时,估计了认知和aleatoric的不确定性,并确定了与较高可靠性预测相关的患者(低不确定性估计).使用AutoEncoder风格的异常检测模型和测试时间增强(TTA)以及Delta-mCOM模型的预测来估计认知和aleatoric不确定性,分别。具有比给定阈值更高的认知不确定性或更高的aleatoric不确定性的预测被认为是不可靠的,在提供最终预测之前,他们被拒绝了。在这项研究中,应用了对应于不同低可靠性预测拒收率的不同阈值。它们的值基于验证数据的估计认知和aleatoric不确定性分布。
    结果:Delta-mCOM模型的性能明显优于单模态模型,是否接受了预培训,治疗后的影像组学特征或串联的BaseLine和Delta影像组学特征(BL-DRF)。在数值上优于PET和CT融合的BL-DRF模型(无统计学意义)。使用Delta-mCOM模型的LRO策略,随着拒绝率从0%增加到25%左右,大多数评估指标都有所改善。与单独使用约25%的拒绝率相比,利用认知和aleatoric不确定性对拒绝产生了无统计学意义的改进指标。当拒绝率高于50%时,指标明显优于无拒绝方法。
    结论:包含delta-radiomics特征提高了HNCLRR预测的准确性,所提出的Delta-mCOM模型通过拒绝使用LRO策略对高不确定性样本的预测,可以给出更可靠的预测。本文受版权保护。保留所有权利。
    OBJECTIVE: A reliable locoregional recurrence (LRR) prediction model is important for the personalized management of head and neck cancers (HNC) patients who received radiotherapy. This work aims to develop a delta-radiomics feature-based multi-classifier, multi-objective, and multi-modality (Delta-mCOM) model for post-treatment HNC LRR prediction. Furthermore, we aim to adopt a learning with rejection option (LRO) strategy to boost the reliability of Delta-mCOM model by rejecting prediction for samples with high prediction uncertainties.
    METHODS: In this retrospective study, we collected PET/CT image and clinical data from 224 HNC patients who received radiotherapy (RT) at our institution. We calculated the differences between radiomics features extracted from PET/CT images acquired before and after radiotherapy and used them in conjunction with pre-treatment radiomics features as the input features. Using clinical parameters, PET radiomics features, and CT radiomics features, we built and optimized three separate single-modality models. We used multiple classifiers for model construction and employed sensitivity and specificity simultaneously as the training objectives for each of them. Then, for testing samples, we fused the output probabilities from all these single-modality models to obtain the final output probabilities of the Delta-mCOM model. In the LRO strategy, we estimated the epistemic and aleatoric uncertainties when predicting with a trained Delta-mCOM model and identified patients associated with prediction of higher reliability (low uncertainty estimates). The epistemic and aleatoric uncertainties were estimated using an AutoEncoder-style anomaly detection model and test-time augmentation (TTA) with predictions made from the Delta-mCOM model, respectively. Predictions with higher epistemic uncertainty or higher aleatoric uncertainty than given thresholds were deemed unreliable, and they were rejected before providing a final prediction. In this study, different thresholds corresponding to different low-reliability prediction rejection ratios were applied. Their values are based on the estimated epistemic and aleatoric uncertainties distribution of the validation data.
    RESULTS: The Delta-mCOM model performed significantly better than the single-modality models, whether trained with pre-, post-treatment radiomics features or concatenated BaseLine and Delta-Radiomics Features (BL-DRFs). It was numerically superior to the PET and CT fused BL-DRF model (nonstatistically significant). Using the LRO strategy for the Delta-mCOM model, most of the evaluation metrics improved as the rejection ratio increased from 0% to around 25%. Utilizing both epistemic and aleatoric uncertainty for rejection yielded nonstatistically significant improved metrics compared to each alone at approximately a 25% rejection ratio. Metrics were significantly better than the no-rejection method when the reject ratio was higher than 50%.
    CONCLUSIONS: The inclusion of the delta-radiomics feature improved the accuracy of HNC LRR prediction, and the proposed Delta-mCOM model can give more reliable predictions by rejecting predictions for samples of high uncertainty using the LRO strategy.
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  • 文章类型: Journal Article
    头颈部癌症的放射治疗通常会导致唾液腺的长期功能减退,严重损害生活质量,并且难以治疗。这里,我们研究了鞘氨醇-1-磷酸(S1P)的作用和机制,一种通用的信号鞘脂,防止放疗引起的不可逆的口干。用或不用SMG内S1P预处理照射小鼠下颌下腺(SMG)。在毛果芸香碱刺激后测量唾液流速。流式细胞术检测S1P信号和辐射损伤相关基因的表达,免疫组织化学,定量RT-PCR,西方印迹,和/或单细胞RNA测序。S1P预处理通过减少辐射诱导的氧化应激和随后的细胞凋亡和细胞衰老来改善辐射诱导的小鼠唾液功能障碍。这与Nrf2调节的抗氧化反应的增强有关。在鼠标SMG中,内皮细胞和常驻巨噬细胞是能够产生S1P并表达促再生S1P受体S1pr1的主要细胞。通过S1P预处理保护小鼠SMG和人内皮细胞免受辐射损伤,可能通过S1pr1/Akt/eNOS轴。此外,SMG内注射S1P不影响小鼠模型头颈癌的生长和放射敏感性.这些数据表明S1P信号通路是缓解辐射诱导的唾液腺功能减退的有希望的靶标。
    Radiotherapy for head-and-neck cancers frequently causes long-term hypofunction of salivary glands that severely compromises quality of life and is difficult to treat. Here, we studied effects and mechanisms of Sphingosine-1-phosphate (S1P), a versatile signaling sphingolipid, in preventing irreversible dry mouth caused by radiotherapy. Mouse submandibular glands (SMGs) were irradiated with or without intra-SMG S1P pretreatment. The saliva flow rate was measured following pilocarpine stimulation. The expression of genes related to S1P signaling and radiation damage was examined by flow cytometry, immunohistochemistry, quantitative RT-PCR, Western blotting, and/or single-cell RNA-sequencing. S1P pretreatment ameliorated irradiation-induced salivary dysfunction in mice through a decrease in irradiation-induced oxidative stress and consequent apoptosis and cellular senescence, which is related to the enhancement of Nrf2-regulated anti-oxidative response. In mouse SMGs, endothelial cells and resident macrophages are the major cells capable of producing S1P and expressing the pro-regenerative S1P receptor S1pr1. Both mouse SMGs and human endothelial cells are protected from irradiation damage by S1P pretreatment, likely through the S1pr1/Akt/eNOS axis. Moreover, intra-SMG-injected S1P did not affect the growth and radiosensitivity of head-and-neck cancer in a mouse model. These data indicate that S1P signaling pathway is a promising target for alleviating irradiation-induced salivary gland hypofunction.
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