xerostomia

口干症
  • 文章类型: Journal Article
    背景:本研究旨在评估IIb级临床目标体积(CTV)优化对生存率的长期影响,口干症,鼻咽癌(NPC)患者的吞咽困难。
    方法:回顾性分析2014年12月至2018年10月接受调强放疗的415例鼻咽癌患者的临床资料。将患者分为改良组和对照组。使用放射治疗肿瘤学小组/欧洲癌症研究和治疗组织评分评估晚期口干症和吞咽困难。使用Kaplan-Meier方法进行生存分析。比较两组之间晚期毒性和剂量参数的差异。使用回归分析评估生存和晚期毒性的预后因素。
    结果:改良组患者出现晚期口干症和吞咽困难的频率低于对照组(P<0.001)。腮腺的平均剂量(Dmean)和V26;颌下腺的Dmean和V39;和舌下腺的Dmean,口腔,喉部,优越,中间,改良组咽下收缩肌均低于对照组(均P<0.001)。两组在总体上没有显著差异,局部无复发,无远处转移,或无进展生存期。腮腺和舌下腺的Dmean是口干症的危险因素。腮腺和舌下腺以及咽中缩窄肌的Dmean是吞咽困难的危险因素。
    结论:对符合一定标准的鼻咽癌患者进行IIb级优化,特别是排除接受调强放疗的咽后淋巴结阳性,有可能更好地保护唾液和吞咽结构,减少晚期辐射诱导的口干症和吞咽困难的发展,同时保持长期生存。
    BACKGROUND: This study aimed to assess the long-term effect of level IIb clinical target volume (CTV) optimisation on survival, xerostomia, and dysphagia in patients with nasopharyngeal carcinoma (NPC).
    METHODS: Clinical data of 415 patients with NPC treated with intensity-modulated radiotherapy between December 2014 and October 2018 were retrospectively analysed. The patients were categorised into modified and comparison groups. Late xerostomia and dysphagia were evaluated using Radiation Therapy Oncology Group/European Organisation for Research and Treatment of Cancer scoring. Survival analysis was performed using the Kaplan-Meier method. Differences in late toxicity and dose parameters between both groups were compared. Prognostic factors for survival and late toxicity were assessed using regression analyses.
    RESULTS: Patients in the modified group developed late xerostomia and dysphagia less frequently than those in the comparison group did (P < 0.001). The mean dose (Dmean) and V26 of parotid glands; Dmean and V39 of submandibular glands; and Dmean of sublingual glands, oral cavity, larynx, and superior, middle, and lower pharyngeal constrictor muscles were lower in the modified group than those in the comparison group (all P < 0.001). Both groups had no significant differences in overall, local recurrence-free, distant metastasis-free, or progression-free survival. The Dmean of the parotid and sublingual glands was a risk factor for xerostomia. The Dmean of the parotid and sublingual glands and middle pharyngeal constrictor muscle was a risk factor for dysphagia.
    CONCLUSIONS: Level IIb optimisation in NPC patients who meet certain criteria specially the exclusion of positive retropharyngeal nodes treated with intensity-modulated radiotherapy has the potential to better protect the salivary and swallowing structures, decreasing the development of late radiation-induced xerostomia and dysphagia while maintaining long-term survival.
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  • 文章类型: Journal Article
    目的:这项前瞻性研究旨在通过利用能谱计算机断层扫描(CT)碘图得出的标准化碘浓度(NIC)来评估放射治疗期间急性辐照引起的口干症。方法:在这项前瞻性研究中,我们评估了28例诊断为鼻咽癌的患者。在放疗的4个不同阶段(0、10、20和30个部分),每位患者均接受CT扫描以生成碘图.获得左右腮腺的NIC,将0分数阶段的NIC用作基线测量。在统计比较动脉期获得的NIC后,早期静脉期,晚期静脉期,和延迟阶段,我们选择晚期静脉碘浓度作为NIC,并分析了每次放疗间隔时间NIC的变化.使用一系列NIC值,我们进行了假设检验,以评估不同阶段腮腺内NIC的变化程度.此外,我们确定了NIC衰减表现出最有统计学意义的结果的特定时间点.此外,我们评估了这四个阶段患者的口干症等级,遵循放射治疗肿瘤组(RTOG)口干症评估标准,与NIC中观察到的变化进行比较。结果:静脉晚期的NIC表现出最高的统计学意义(P<0.001)。随着RTOG口干等级的增加,NIC有明显的衰减。特别是,在20分,NIC经历了最大的衰减(P<.001),在左侧的NIC之间观察到显着的负相关,对,和两个腮腺,和急性照射所致口干症的RTOG评估等级(P<.001,r=-0.46;P<.001,r=-0.45;P<.001,r=-0.47)。左侧的关键NIC值,对,发生急性口干症时的两个腮腺分别为0.175、0.185和0.345mg/ml,分别,AUC=0.73,AUC=0.75,AUC=0.75。结论:NIC可用于评估放疗和急性放疗引起的口干症时腮腺功能的变化。
    Objective: This prospective study aims to evaluate acute irradiation-induced xerostomia during radiotherapy by utilizing the normalized iodine concentration (NIC) derived from energy spectrum computed tomography (CT) iodine maps. Methods: In this prospective study, we evaluated 28 patients diagnosed with nasopharyngeal carcinoma. At 4 distinct stages of radiotherapy (0, 10, 20, and 30 fractions), each patient underwent CT scans to generate iodine maps. The NIC of both the left and right parotid glands was obtained, with the NIC at the 0-fraction stage serving as the baseline measurement. After statistically comparing the NIC obtained in the arterial phase, early venous phase, late venous phase, and delayed phase, we chose the late venous iodine concentration as the NIC and proceeded to analyze the variations in NIC at each radiotherapy interval. Using the series of NIC values, we conducted hypothesis tests to evaluate the extent of change in NIC within the parotid gland across different stages. Furthermore, we identified the specific time point at which the NIC decay exhibited the most statistically significant results. In addition, we evaluated the xerostomia grades of the patients at these 4 stages, following the radiation therapy oncology group (RTOG) xerostomia evaluation standard, to draw comparisons with the changes observed in NIC. Results: The NIC in the late venous phase exhibited the highest level of statistical significance (P < .001). There was a noticeable attenuation in NIC as the RTOG dry mouth grade increased. Particularly, at the 20 fraction, the NIC experienced the most substantial attenuation (P < .001), a significant negative correlation was observed between the NIC of the left, right, and both parotid glands, and the RTOG evaluation grade of acute irradiation-induced xerostomia (P < .001, r = -0.46; P < .001, r = -0.45; P < .001, r = -0.47). The critical NIC values for the left, right, and both parotid glands when acute xerostomia occurred were 0.175, 0.185, and 0.345 mg/ml, respectively, with AUC = 0.73, AUC = 0.75, and AUC = 0.75. Conclusion: The NIC may be used to evaluate changes in parotid gland function during radiotherapy and acute irradiation-induced xerostomia.
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  • 文章类型: Journal Article
    背景:本研究旨在探讨营养影响症状(NIS)对头颈部癌症(HNC)患者口服营养补充剂(ONS)能量摄入和使用天数的影响。
    方法:在2019年1月至2020年6月期间,对中国西部某医院的HNC患者进行了一项横断面研究。NIS来自患者主观整体评估(PG-SGA)量表。Mann-Whitney检验用于检查不同类型的NIS和ONS使用天数之间的差异。二元逻辑回归用于确定NIS对ONS能量摄入的影响。
    结果:最普遍的四种NIS是无食欲(35.3%),吞咽困难(29.4%),呕吐(13.2%)和口腔疼痛(12.5%),分别。研究中所有患者均为营养不良。口干症或口腔疼痛患者的ONS使用天数少于没有这些症状的患者。在调整混杂因素后,有呕吐(OR0.09,95%CI0.02-0.50)或疼痛(OR0.15,95%CI0.02-0.89)的患者与没有这些症状的患者相比,ONS能量摄入≥400kcal/天的可能性较小。此外,NIS总分增加1分与ONS能量摄入≥400kcal/天的比例降低相关(OR0.77,95%CI0.59-0.99).
    结论:口干症,口腔疼痛,应加强呕吐和疼痛干预,以改善营养不良的HNC患者使用ONS和营养状况。
    BACKGROUND: This study aims to explore the effect of nutritional impact symptoms (NIS) on oral nutritional supplements (ONS) energy intake and use days among head and neck cancer (HNC) patients.
    METHODS: A cross-sectional study was conducted among HNC patients in a hospital in western China between January 2019 and June 2020. The NIS was from the Patient-Generated Subjective Global Assessment (PG-SGA) scale. Mann-Whitney test was used to examine the differences between different kinds of NIS and ONS use days. Binary logistic regression was used to determine the effect of NIS on ONS energy intake.
    RESULTS: The most prevalent four NIS were no appetite (35.3%), dysphagia (29.4%), vomiting (13.2%) and oral pain (12.5%), respectively. All patients in the study were malnutrition. Patients with xerostomia or oral pain had less ONS use days than those without these symptoms. Patients with vomiting (OR 0.09, 95% CI 0.02-0.50) or pain (OR 0.15, 95% CI 0.02-0.89) were less likely to have ONS energy intake ≥400 kcal/day than those without these symptoms after adjusting the confounding factors. In addition, one-point increase in total NIS score was associated with a lower proportion of ONS energy intake ≥400 kcal/day (OR 0.77, 95% CI 0.59-0.99).
    CONCLUSIONS: Xerostomia, oral pain, vomiting and pain should be strengthened and intervened to improve ONS use and nutritional status among HNC patients with malnutrition.
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  • 文章类型: Journal Article
    目的:口干症,由辐射引起的腮腺损伤,是鼻咽癌(NPC)最常报道的放疗(RT)并发症。这项研究的目的是评估体素内不相干运动(IVIM)MR在监测辐射引起的腮腺损伤和预测口干症风险中的价值。
    方法:纳入54例NPC患者,接受至少3次IVIMMR扫描:前(RT前),在(5th-RT)的5个分数之后,中途(中期),在RT之后(RT后)。在每次MR检查之前评估口干症患者的程度。此外,记录患者首次报告口干症症状的时间.整个RT期间IVIM参数的变化,以及IVIM参数与口干症之间的关系,进行了分析。
    结果:从RT前到RT后,所有IVIM参数均显着增加(p<0.001)。D的比率,从RT前到RT中,D*和f的增加显着增加(p<0.001),说明细胞坏死主要发生在RT的前半部分。在多变量分析中,N3(p=0.014),pre-D(p=0.007)和pre-D*(p=0.003)是影响口干症的独立因素。D和f在第5-RT显著高于在前RT(均p<0.05)。IVIM在第5-RT平均扫描时间为6.18±1.07天检测到腮腺损伤,根据RTOG量表(p<0.001),早于患者首次主诉口干症的11.94±2.61天。
    结论:IVIMMR可以动态监测辐射诱导的腮腺损伤,并比RTOG毒性更早,更客观地评估它。此外,IVIM可以早期筛查有更严重口干症风险的人。
    OBJECTIVE: Xerostomia, caused by radiation-induced parotid damage, is the most commonly reported radiotherapy (RT) complication for nasopharyngeal carcinoma (NPC). The purpose of this study was to evaluate the value of intravoxel incoherent motion (IVIM) MR in monitoring radiation-induced parotid gland damage and predicting the risk of xerostomia.
    METHODS: Fifty-four NPC patients were enrolled and underwent at least three IVIM MR scans: before (pre-RT), after 5 fractions of (5th-RT), halfway through (mid-RT), and after RT (post-RT). The degree of xerostomia patients was assessed before each MR examination. Furthermore, the time when patients first reported xerostomia symptoms was recorded. The changes in IVIM parameters throughout RT, as well as the relationships between IVIM parameters and xerostomia, were analysed.
    RESULTS: All IVIM parameters increased significantly from pre-RT to post-RT (p < 0.001). The rates of D, D* and f increase increased significantly from pre-RT to mid-RT (p < 0.001), indicating that cell necrosis mainly occurs in the first half of RT. In multivariate analysis, N3 (p = 0.014), pre-D (p = 0.007) and pre-D* (p = 0.003) were independent factors influencing xerostomia. D and f were significantly higher at 5th-RT than at pre-RT (both p < 0.05). IVIM detected parotid gland injury at 5th-RT at an average scanning time of 6.18 ± 1.07 days, earlier than the 11.94 ± 2.61 days when the patient first complained of xerostomia according to the RTOG scale (p < 0.001).
    CONCLUSIONS: IVIM MR can dynamically monitor radiation-induced parotid gland damage and assess it earlier and more objectively than RTOG toxicity. Moreover, IVIM can screen people at risk of more severe xerostomia early.
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  • 文章类型: Journal Article
    背景:口干症是鼻咽癌(NPC)患者放化疗后最常见的副作用之一。建立基于磁共振T1加权成像(T1WI)序列预测鼻咽癌放化疗后继发口干症的Delta影像组学模型,并评价其诊断效能。
    方法:回顾性收集255例III-IV期NPC患者治疗前和诱导化疗(IC)后的临床资料和磁共振成像(MRI)数据。CCRT后一周内,根据口干症的程度分为轻度(92例)和重度(163例)。将IC前后T1WI序列图像中的腮腺划分为影像组学特征提取的感兴趣区域,并计算了Delta影像组学特征值。单变量逻辑分析,相关性,采用梯度提升决策树(GBDT)方法降维,选择最佳的影像组学功能,并建立预处理,后IC,和Delta放射组学口干症分级预测模型。绘制受试者工作特征(ROC)曲线和决策曲线,以评估不同模型的预测效果。
    结果:最后,从预处理中选择15、10和12个最佳特征,后IC,和Delta影像组学特征,分别,并构建了口干症预测模型,训练集中的AUC值分别为0.738、0.751和0.843,分别。两组患者临床资料仅年龄差异有统计学意义(P<0.05)。
    结论:Delta影像组学能够预测鼻咽癌患者放化疗后口干的程度,对临床早期干预措施具有一定的指导意义。
    BACKGROUND: Xerostomia is one of the most common side effects in nasopharyngeal carcinoma (NPC) patients after chemoradiotherapy. To establish a Delta radiomics model for predicting xerostomia secondary to chemoradiotherapy for NPC based on magnetic resonance T1-weighted imaging (T1WI) sequence and evaluate its diagnostic efficacy.
    METHODS: Clinical data and Magnetic resonance imaging (MRI) data before treatment and after induction chemotherapy (IC) of 255 NPC patients with stage III-IV were collected retrospectively. Within one week after CCRT, the patients were divided into mild (92 cases) and severe (163 cases) according to the grade of xerostomia. Parotid glands in T1WI sequence images before and after IC were delineated as regions of interest for radiomics feature extraction, and Delta radiomics feature values were calculated. Univariate logistic analysis, correlation, and Gradient Boosting Decision Tree (GBDT) methods were applied to reduce the dimension, select the best radiomics features, and establish pretreatment, post-IC, and Delta radiomics xerostomia grading predictive models. The receiver operating characteristic (ROC) curve and decision curve were drawn to evaluate the predictive efficacy of different models.
    RESULTS: Finally, 15, 10, and 12 optimal features were selected from pretreatment, post-IC, and Delta radiomics features, respectively, and a xerostomia prediction model was constructed with AUC values of 0.738, 0.751, and 0.843 in the training set, respectively. Only age was statistically significant in the clinical data of both groups (P < 0.05).
    CONCLUSIONS: Delta radiomics can predict the degree of xerostomia after chemoradiotherapy for NPC patients and it has certain guiding significance for clinical early intervention measures.
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  • 文章类型: Journal Article
    目的:本研究旨在调查我国社区老年人口蹄疫的现状并分析其影响因素。
    方法:使用方便的抽样,选取我市3个社区的380名老年人作为研究对象。口头虚弱指数-8,虚弱量表,口腔健康评估工具,采用微型营养评估量表和匹兹堡睡眠质量指数对影响因素进行调查分析。
    结果:在这项研究中,380名老年参与者被分为三组:虚弱,脆弱前,和非身体脆弱,根据他们对问卷的回答。影响因素分析表明,年龄,性别,教育水平,脆弱的分数,脆弱的阶段,假牙的数量,口干,主观咀嚼困难,口腔健康评分和睡眠质量是社区老年人OF的影响因素(R2=0.712,F=434.73,P<0.05)。对预测结果的评价显示,虚弱评分(曲线下面积[AUC]:0.751,95%置信区间[CI]:0.683-0.862),主观咀嚼困难(AUC:0.765,95%CI:0.655-0.831)和睡眠质量(AUC:0.736,95%CI:0.652-0.781)对OF有较高的预测价值.
    结论:社区老年人群的主要影响因素是年龄,性别,教育水平,身体虚弱(PF)得分,PF阶段,假牙的数量,口干,主观咀嚼困难,口腔健康评分和睡眠质量。护理人员应关注社区老年人的OF,及时采取有针对性的干预措施,减少和控制其发生和进展。
    OBJECTIVE: This study aimed to investigate the current situation of oral frailty (OF) in the elderly in the community in China and analyse its influencing factors.
    METHODS: Using convenience sampling, 380 elderly people from three communities in our city were selected as participants in the study. The Oral Frailty Index-8, the Frailty Scale, the Oral Health Assessment Tool, the Mini-nutritional Assessment Scale and the Pittsburgh Sleep Quality Index were used to investigate and analyse OF influencing factors.
    RESULTS: In this study, the 380 elderly participants were categorized into three groups: frailty, pre-frailty, and non-physical frailty, based on their responses to the questionnaires.The influencing factor analysis showed that age, gender, education level, frailty score, frailty stage, number of dentures, dry mouth, subjective chewing difficulty, oral health score and sleep quality were the influencing factors of OF in the elderly in the community (R2 = 0.712, F = 434.73, P < 0.05). The evaluation of the prediction results showed that the frailty score (area under the curve [AUC]: 0.751, 95% confidence interval [CI]: 0.683-0.862), subjective chewing difficulty (AUC: 0.765, 95% CI: 0.655-0.831) and sleep quality (AUC: 0.736, 95% CI: 0.652-0.781) had a higher predictive value for OF.
    CONCLUSIONS: The main OF influencing factors in the elderly in the community are age, gender, education level, physical frailty (PF) score, PF stage, number of dentures, dry mouth, subjective chewing difficulties, oral health score and sleep quality. Nursing staff should pay attention to the OF of the elderly in the community and take targeted intervention measures in time to reduce and control OF occurrence and progression.
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  • 文章类型: Journal Article
    背景:头颈部癌症幸存者在放疗后患有口干症和睡眠障碍,两者都会影响他们的生活质量。本研究旨在探讨唾液流在头颈部癌症幸存者口腔健康和睡眠质量中的作用。
    方法:我们从牙科诊所招募了120名头颈部癌症幸存者,他们在放疗后出现口干或睡眠障碍的症状。我们收集了他们的社会人口统计学和临床数据,测量了他们的唾液流速,并使用汇总的口干症清单记录他们的口干评分。此外,一位牙医收集了DMFT(腐烂的,失踪,和填充牙齿)索引。匹兹堡睡眠质量指数被用来评估他们的睡眠质量。
    结果:在这项研究中,在近80%的癌症幸存者中观察到口干症。睡眠障碍和口干症的并发患病率为55%。放疗后五年,睡眠质量(p=0.03)和刺激唾液流速(p=0.04)均有显著改善.此外,据指出,这些改善从第三年开始。发现刺激唾液流量和口干评分与睡眠质量差之间存在显着相关性(p<0.05)。
    结论:我们建议牙科专业人员优先考虑在过去3年内接受过放疗的头颈部癌症幸存者的牙科和心理健康问题。
    BACKGROUND: Head and neck cancer survivors suffer from xerostomia and sleep disturbances after radiotherapy, both of which affect their quality of life. This study aimed to explore the role of salivary flow in the oral health and sleep quality of head and neck cancer survivors.
    METHODS: We recruited 120 head and neck cancer survivors who were experiencing symptoms of dry mouth or sleep disturbances post-radiotherapy from a dental clinic. We gathered their socio-demographic and clinical data, measured their salivary flow rate, and recorded their dry mouth score using the summated xerostomia inventory. Additionally, a dentist collected the DMFT (Decayed, Missing, and Filled Teeth) index. The Pittsburgh Sleep Quality Index was employed to assess their sleep quality.
    RESULTS: In this study, xerostomia was observed in nearly 80% of the cancer survivors. The concurrent prevalence of sleep disturbance and xerostomia was at 55%. After five years post-radiotherapy, there was a significant improvement observed in both the quality of sleep (p = 0.03) and the stimulated salivary flow rate (p = 0.04). Additionally, these improvements were noted to have commenced from the third year onwards. A significant association was found between stimulated salivary flow and dry mouth scores with poor sleep quality (p <  0.05).
    CONCLUSIONS: We recommend that dental professionals prioritize managing both dental and mental health issues equally for head and neck cancer survivors who have undergone radiotherapy within the past 3 years.
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  • 文章类型: Journal Article
    早晨口干,常见于阻塞性睡眠呼吸暂停(OSA)患者,在当前的OSA筛查工具中不存在。这项研究评估了早晨口干与OSA的临床症状和并发症之间的联系,旨在确定其作为筛选指标的可行性。
    本研究分析了一项前瞻性队列研究(PIFCOPD研究)的基线数据。人口统计信息,病史,并收集早晨口干症状的存在。使用STOP-Bang问卷进行OSA筛查。采用Logistic回归分析建立早晨口干与OSA临床症状和合并症之间的相关性。
    1291名参与者(62.1±7.5岁;501名男性,包括790名女性),其中416人报告早上口干(32.2%)。高危OSA组的42.6%和低危组的22.1%报告了口干。早晨口干的个体也显示出更高的STOP-Bang评分(3.3±1.6vs.2.3±1.4,P<0.01)。发现早晨口干和大声打鼾之间存在显着关联,观察到的睡眠呼吸暂停,白天疲劳,和高脂血症(P<0.01),但不是饮酒,茶叶消费,糖尿病,或高血压。
    早晨口干与OSA风险及其临床体征增加有关,提示其作为OSA筛查症状的潜力。
    这项研究已在www注册。ClinicalTrials.gov(注册标识符:NCT03532893)于2018年5月21日发布。
    UNASSIGNED: Morning dry mouth, commonly seen in Obstructive Sleep Apnea (OSA) patients, is absent in current OSA screening tools. This study evaluated the link between morning dry mouth and OSA\'s clinical symptoms and complications, aiming to determine its viability as a screening indicator.
    UNASSIGNED: This research analyses baseline data from a prospective cohort study (the PIFCOPD study). Demographic information, medical history, and the presence of morning dry mouth symptoms were collected. The STOP-Bang questionnaire was performed for OSA screening. Logistic regression analyses were employed to establish the correlations between morning dry mouth and the clinical symptoms and comorbidities of OSA.
    UNASSIGNED: 1291 participants (62.1±7.5 years; 501 males, 790 females) were included, of which 416 reported morning dry mouth (32.2%). 42.6% in the high-risk OSA group and 22.1% in the low-risk group reported morning dry mouth. Individuals with morning dry mouth also showed higher STOP-Bang scores (3.3±1.6 vs. 2.3±1.4, P<0.01). Significant associations were found between morning dry mouth and loud snoring, observed sleep apnea, daytime fatigue, and hyperlipidemia (P<0.01), but not with alcohol consumption, tea consumption, diabetes, or hypertension.
    UNASSIGNED: Morning dry mouth is associated with increased OSA risk and its clinical signs, suggesting its potential as an OSA screening symptom.
    UNASSIGNED: This study has been registered at www.ClinicalTrials.gov (registration identifier: NCT03532893) on 21 May 2018.
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  • 文章类型: Meta-Analysis
    目的:本研究旨在提高头颈部癌症患者使用放射治疗的正常组织并发症概率(NTCP)的文献综述的效率和准确性。它采用荟萃分析(MA)和自然语言处理(NLP)。
    方法:本研究由两部分组成。首先,它使用MA来评估口干症的NTCP模型,吞咽困难,放射治疗后的粘膜炎,使用Python3.10.5进行统计分析。第二,它将NLP与卷积神经网络(CNN)集成在一起,以优化文献检索,将3256篇文章减少到12篇。CNN设置包括50、50-200纪元范围的批量大小和0.001的学习率。
    结果:该研究的CNN-NLP模型在使用Adamax优化200个时期后达到了0.94的显着准确性。MA显示早期效应口干症的AUC为0.67,晚期效应为0.74,表明中等到高的预测准确性,但在研究中具有高变异性。通过优化器和超参数,初始CNN精度从66.70%提高到94.87%。
    结论:该研究成功合并了MA和NLP,确认特定模型-特征组合的高预测精度。它引入了基于时间的度量,每分钟字数(WPM),效率,并强调MA和NLP在临床研究中的实用性。
    OBJECTIVE: The study aims to enhance the efficiency and accuracy of literature reviews on normal tissue complication probability (NTCP) in head and neck cancer patients using radiation therapy. It employs meta-analysis (MA) and natural language processing (NLP).
    METHODS: The study consists of two parts. First, it employs MA to assess NTCP models for xerostomia, dysphagia, and mucositis after radiation therapy, using Python 3.10.5 for statistical analysis. Second, it integrates NLP with convolutional neural networks (CNN) to optimize literature search, reducing 3256 articles to 12. CNN settings include a batch size of 50, 50-200 epoch range and a 0.001 learning rate.
    RESULTS: The study\'s CNN-NLP model achieved a notable accuracy of 0.94 after 200 epochs with Adamax optimization. MA showed an AUC of 0.67 for early-effect xerostomia and 0.74 for late-effect, indicating moderate to high predictive accuracy but with high variability across studies. Initial CNN accuracy of 66.70% improved to 94.87% post-tuning by optimizer and hyperparameters.
    CONCLUSIONS: The study successfully merges MA and NLP, confirming high predictive accuracy for specific model-feature combinations. It introduces a time-based metric, words per minute (WPM), for efficiency and highlights the utility of MA and NLP in clinical research.
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  • 文章类型: Journal Article
    早晨口干(MDM)是阻塞性睡眠呼吸暂停(OSA)的常见症状,但目前的OSA筛查工具却忽略了它。
    通过添加MDM症状来增强Stop-Bang问卷(SBQ)的特异性。
    对2013-2018年北京大学第一医院590例OSA患者进行回顾性分析。他们接受了多导睡眠监测。该研究将MDM症状纳入SBQ,并将体重指数(BMI)阈值调整为28kg/m2。然后计算预测参数。
    83.1%的患者被诊断为OSA,61.4%报告MDM。多因素回归证实MDM显著影响呼吸暂停低通气指数(AHI)。用MDM调整后的SBQ显示灵敏度略有下降,但特异性提高,特别是当使用>28kg/m2的BMI阈值时。对于AHI≥5个事件/h和AHI≥15个事件/h,用MDM调整SBQ(BMI>28kg/m2)获得了最高的Youden指数。
    将MDM症状纳入SBQ并调整BMI阈值可增强OSA的诊断特异性。
    Morning dry mouth (MDM) is a common symptom of Obstructive Sleep Apnea (OSA) yet current OSA screening tools overlook it.
    To enhance the specificity of the Stop-Bang questionnaire (SBQ) by adding an MDM symptom.
    A retrospective analysis on 590 patients from Peking University First Hospital (2013-2018) suspected of OSA was conducted. They underwent polysomnography. The research incorporated the MDM symptom into SBQ and adjusted the body mass index (BMI) threshold to 28 kg/m2. Predictive parameters were then calculated.
    83.1% patients were diagnosed with OSA, with 61.4% reporting MDM. Multivariate regression confirmed MDM significantly influenced Apnea-Hypopnea Index (AHI). Adjusted SBQ with MDM showed a slight decrease in sensitivity but improved specificity, especially when using a BMI threshold of > 28 kg/m2. For AHI ≥ 5 events/h and AHI ≥ 15 events/h, adjusted SBQ with MDM (BMI >28 kg/m2) obtained the highest Youden index.
    Incorporating the MDM symptom into SBQ and adjusting the BMI threshold enhances the diagnostic specificity for OSA.
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