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State of the Art for Refractory Cough: Multidisciplinary Approach. 治疗顽固性咳嗽的最新技术:多学科方法。
IF 2.9 Q2 RESPIRATORY SYSTEM Pub Date : 2023-10-01 Epub Date: 2023-08-11 DOI: 10.4046/trd.2023.0036
Anne E Vertigan

Chronic cough is a common problem that can be refractory to medical treatment. Nonpharmaceutical management of chronic cough has an important role in well selected patients. This review article outlines the history of chronic cough management, current approaches to speech pathology management of the condition and new modalities of nonpharmaceutical treatment. There is a need for further research into nonpharmaceutical options with well described randomised control trials.

慢性咳嗽是一个常见的问题,可能难以治疗。慢性咳嗽的非药物治疗在精心选择的患者中具有重要作用。这篇综述文章概述了慢性咳嗽治疗的历史,目前的言语病理学治疗方法和非药物治疗的新模式。有必要通过描述良好的随机对照试验对非药物选择进行进一步研究。
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引用次数: 0
Rigid Bronchoscopy for Post-tuberculosis Tracheobronchial Stenosis. 硬支气管镜检查治疗肺结核后气管支气管狭窄。
IF 2.9 Q2 RESPIRATORY SYSTEM Pub Date : 2023-10-01 Epub Date: 2023-04-27 DOI: 10.4046/trd.2023.0017
Hojoong Kim

The healing process of tracheobronchial tuberculosis (TB) results in tracheobronchial fibrosis causing airway stenosis in 11% to 42% of patients. In Korea, where pulmonary TB is still prevalent, post-TB tracheobronchial stenosis (PTTS) is one of the main causes of benign airway stenosis causing progressive dyspnea, hypoxemia, and often life-threatening respiratory insufficiency. The development of rigid bronchoscopy replaced surgical management 30 years ago, and nowadays PTTS is mainly managed by bronchoscopic intervention in Korea. Similar to pulmonary TB, tracheobronchial TB is treated with combination of anti-TB medications. The indication of rigid bronchoscopy is more than American Thoracic Society (ATS) grade 3 dyspnea in PTTS patients. First, the narrowed airway is dilated by multiple techniques including ballooning, laser resection, and bougienation under general anesthesia. Then, most of the patients need silicone stenting to maintain the patency of dilated airway; 1.5 to 2 years after indwelling, the stent could be removed, this has shown a 70% success rate. Acute complications without mortality develop in less than 10% of patients. Subgroup analysis showed successful removal of the stent was significantly associated with male sex, young age, good baseline lung function and absence of complete one lobe collapse. In conclusion, rigid bronchoscopy could be applied to PTTS patients with acceptable efficacy and tolerable safety.

气管支气管结核(TB)的愈合过程导致11%至42%的患者出现气管支气管纤维化,导致气道狭窄。在肺结核仍然流行的韩国,肺结核后气管支气管狭窄(PTTS)是良性气道狭窄的主要原因之一,导致进行性呼吸困难、低氧血症和经常危及生命的呼吸功能不全。30年前,刚性支气管镜的发展取代了手术管理,如今,PTTS在韩国主要通过支气管镜干预进行管理。与肺结核相似,气管支气管结核是用抗结核药物联合治疗的。在PTTS患者中,刚性支气管镜检查的指征大于美国胸科学会(ATS)3级呼吸困难。首先,在全身麻醉下,通过多种技术扩张狭窄的气道,包括球囊扩张、激光切除和探根术。然后,大多数患者需要硅胶支架来维持扩张气道的通畅性;留置1.5至2年后,支架可以取出,这显示出70%的成功率。不到10%的患者出现无死亡的急性并发症。亚组分析显示,成功移除支架与男性、年轻、基线肺功能良好和无完全单叶塌陷显著相关。总之,刚性支气管镜可以应用于PTTS患者,具有可接受的疗效和可耐受的安全性。
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引用次数: 0
Stridor in a Patient with Uncontrolled Diabetes: An Uncommon Adversary, Successfully Managed with Bronchoscopy. 糖尿病失控患者的中风:一种罕见的并发症,经支气管镜检查成功治疗。
IF 2.9 Q2 RESPIRATORY SYSTEM Pub Date : 2023-10-01 Epub Date: 2023-07-17 DOI: 10.4046/trd.2023.0074
Kuldeep Gulia, Suresh Singhal, Promil Jain, Dhruva Chaudhry, Aman Ahuja, Pawan Kumar Singh
Invasive mucormycosis is a fatal opportunistic infection caused by fungi from the Mucoraceae family. Uncontrolled diabetes mellitus and post-organ transplant status are two of the strongest risk factors for invasive mucormycosis. Rhino-cerebral, renal and pulmonary involvement are most commonly seen 1 . Isolated invasion of the trachea and larynx can lead to life-threatening airway obstruction; however, they are rare manifestations of invasive mucormycosis
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引用次数: 0
Determinants of Willingness to Undergo Lung Cancer Screening among High-Risk Current and Ex-smokers in Sabah, Malaysia: A Cross-Sectional Pilot Study. 马来西亚沙巴高危人群和高危人群接受癌症筛查意愿的决定因素:一项跨部门试点研究。
IF 2.5 Q2 RESPIRATORY SYSTEM Pub Date : 2023-10-01 Epub Date: 2023-08-29 DOI: 10.4046/trd.2023.0051
Larry Ellee Nyanti, Chia Zhen Chua, Han Chuan Loo, Cheng Zhi Khor, Emilia Sheau Yuin Toh, Rasvinder Singh Gill, Eng Tat Chan, Ker Yin Tan, Taufiq Rosli, Muhammad Aklil Abd Rahim, Arfian Ibrahim, Nai Chien Huan, Hema Yamini Devi Ramarmuty, Kunji Kannan Sivaraman Kannan

Background: Attitudes towards smoking, lung cancer screening, and perceived risk of lung cancer have not been widely studied in Malaysia. The primary objective of this study was to describe the factors affecting the willingness of high-risk current smokers and ex-smokers to undergo low-dose computed tomography (LDCT) screening for lung cancer.

Methods: A prospective, cross-sectional questionnaire study was conducted in current smokers or ex-smokers aged between 55 and 80 years at three hospitals in Kota Kinabalu, Sabah, Malaysia. The questionnaire recorded the following parameters: perceived lung cancer risk; Prostate Lung Colon Ovarian Cancer 2012 risk prediction model excluding race and ethnicity predictor (PLCOm2012norace); demographic characteristics; psychosocial characteristics; and attitudes towards lung cancer and lung cancer screening.

Results: A vast majority of the 95 respondents (94.7%) indicated their willingness to undergo screening. Stigma of lung cancer, low levels of knowledge about lung cancer symptoms, concerns about financial constraints, and a preference for traditional medication were still prevalent among the respondents, and they may represent potential barriers to lung cancer screening uptake. A desire to have an early diagnosis (odds ratio [OR], 11.33; 95% confidence interval [CI], 1.53 to 84.05; p=0.02), perceived time constraints (OR, 3.94; 95% CI, 1.32 to 11.73; p=0.01), and proximity of LDCT screening facilities (OR, 14.33; 95% CI, 1.84 to 111.4; p=0.01) had significantly higher odds of willingness to undergo screening.

Conclusion: Although high-risk current smokers and ex-smokers are likely to undergo screening for lung cancer, several psychosocial barriers persist. The results of this study may guide the policymakers and clinicians regarding the need to improve lung cancer awareness in our population.

背景:马来西亚对吸烟、癌症筛查和癌症风险的态度尚未得到广泛研究。本研究的主要目的是描述影响高危吸烟者和戒烟者接受癌症低剂量计算机断层扫描(LDCT)筛查意愿的因素。方法:在马来西亚沙巴州亚庇市的三家医院,对年龄在55岁至80岁之间的现有吸烟者或戒烟者进行前瞻性、横断面的问卷调查。问卷记录了以下参数:感知的癌症风险;前列腺-肺-结肠-卵巢癌症2012风险预测模型(不包括种族和民族预测因子)(PLCOm2012norace);人口统计学特征;心理社会特征;以及对癌症和癌症筛查的态度。结果:在95名受访者中,绝大多数(94.7%)表示愿意接受筛查。对癌症的污名、对癌症症状的了解水平低、对经济约束的担忧以及对传统药物的偏好仍然在受访者中普遍存在,它们可能是接受癌症筛查的潜在障碍。希望早期诊断(比值比[OR],11.33;95%置信区间[CI],1.53至84.05;p=0.02)、感知时间限制(比值比3.94;95%置信度1.32至11.73;p=0.01)和靠近LDCT筛查设施(比值比14.33;95%可信区间1.84至111.4;p=0.01)的意愿接受筛查的几率显著更高。结论:尽管高危的现有吸烟者和戒烟者有可能接受癌症筛查,但一些心理社会障碍仍然存在。这项研究的结果可能会指导政策制定者和临床医生提高我们人群对肺癌癌症认识的必要性。
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引用次数: 0
Chronic Obstructive Pulmonary Disease and the Airway Microbiome: What Respirologists Need to Know. 慢性阻塞性肺疾病和气道微生物组:呼吸科医生需要知道的。
IF 2.9 Q2 RESPIRATORY SYSTEM Pub Date : 2023-07-01 DOI: 10.4046/trd.2023.0015
Don D Sin
Chronic obstructive pulmonary disease (COPD) is a leading cause of morbidity and mortality worldwide. The lower airways contain a rich and diverse microbiome, which may play a significant regulatory role in both health and disease. In COPD, the microbiome becomes perturbed, causing dysbiosis. Increased representation of members in the Proteobacteria phylum and certain members in the Firmicutes phylum has been associated with increased risk of exacerbations and mortality. Therapies such as inhaled corticosteroids and azithromycin may modulate the airway microbiome or its metabolites in patients with COPD. This paper provides an up-to-date overview of the airway microbiome and its importance in the pathophysiology of COPD and as potential therapeutic target in the future.
慢性阻塞性肺疾病(COPD)是世界范围内发病率和死亡率的主要原因。下气道含有丰富多样的微生物组,它们可能在健康和疾病中发挥重要的调节作用。在慢性阻塞性肺病中,微生物组受到干扰,导致生态失调。变形菌门成员和厚壁菌门某些成员的增加与恶化和死亡风险增加有关。吸入皮质类固醇和阿奇霉素等治疗可能会调节COPD患者的气道微生物组或其代谢物。本文提供了气道微生物组的最新概述及其在COPD病理生理中的重要性,并在未来作为潜在的治疗靶点。
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引用次数: 0
Impact of Anti-Tuberculosis Drug Use on Treatment Outcomes in Patients with Pulmonary Fluoroquinolone-Resistant Multidrug-Resistant Tuberculosis: A Nationwide Retrospective Cohort Study with Propensity Score Matching. 抗结核药物使用对肺部氟喹诺酮耐多药结核病患者治疗结果的影响:一项倾向评分匹配的全国回顾性队列研究
IF 2.9 Q2 RESPIRATORY SYSTEM Pub Date : 2023-07-01 DOI: 10.4046/trd.2023.0040
Hongjo Choi, Dawoon Jeong, Young Ae Kang, Doosoo Jeon, Hee-Yeon Kang, Hee Jin Kim, Hee-Sun Kim, Jeongha Mok

Background: Effective treatment of fluoroquinolone-resistant multidrug-resistant tuberculosis (FQr-MDR-TB) is difficult because of the limited number of available core anti-TB drugs and high rates of resistance to anti-TB drugs other than FQs. However, few studies have examined anti-TB drugs that are effective in treating patients with FQr-MDR-TB in a real-world setting.

Methods: The impact of anti-TB drug use on treatment outcomes in patients with pulmonary FQr-MDR-TB was retrospectively evaluated using a nationwide integrated TB database (Korean Tuberculosis and Post-Tuberculosis). Data from 2011 to 2017 were included.

Results: The study population consisted of 1,082 patients with FQr-MDR-TB. The overall treatment outcomes were as follows: treatment success (69.7%), death (13.7%), lost to follow-up or not evaluated (12.8%), and treatment failure (3.9%). On a propensity-score-matched multivariate logistic regression analysis, the use of bedaquiline (BDQ), linezolid (LZD), levofloxacin (LFX), cycloserine (CS), ethambutol (EMB), pyrazinamide, kanamycin (KM), prothionamide (PTO), and para-aminosalicylic acid against susceptible strains increased the treatment success rate (vs. unfavorable outcomes). The use of LFX, CS, EMB, and PTO against susceptible strains decreased the mortality (vs. treatment success).

Conclusion: A therapeutic regimen guided by drug-susceptibility testing can improve the treatment of patients with pulmonary FQr-MDR-TB. In addition to core anti-TB drugs, such as BDQ and LZD, treatment of susceptible strains with later-generation FQs and KM may be beneficial for FQr-MDR-TB patients with limited treatment options.

背景:由于可用的核心抗结核药物数量有限,以及对氟喹诺酮类药物以外的抗结核药物的高耐药率,有效治疗耐多药结核病(FQr-MDR-TB)是困难的。然而,很少有研究在现实环境中检验抗结核药物对治疗FQr-MDR-TB患者有效。方法:使用全国综合结核病数据库(韩国结核病和结核病后)回顾性评估抗结核药物使用对肺部FQr-MDR-TB患者治疗结果的影响。纳入了2011年至2017年的数据。结果:研究人群包括1082名FQr-MDR-TB患者。总体治疗结果如下:治疗成功(69.7%),死亡(13.7%),失访或未评价(12.8%),治疗失败(3.9%)。在倾向评分匹配的多因素logistic回归分析中,使用贝达喹啉(BDQ)、利奈唑胺(LZD)、左氧氟沙星(LFX)、环丝氨酸(CS)、乙胺丁醇(EMB)、吡嗪酰胺、卡那霉素(KM)、丙硫酰胺(PTO)和对氨基水杨酸治疗敏感菌株增加了治疗成功率(与不良结果相比)。使用LFX、CS、EMB和PTO治疗敏感菌株降低了死亡率(与治疗成功率相比)。结论:药敏试验指导下的治疗方案可提高肺部FQr-MDR-TB患者的治疗效果。除了BDQ和LZD等核心抗结核药物外,治疗具有后代FQs和KM的易感菌株可能对治疗选择有限的FQr-MDR-TB患者有益。
{"title":"Impact of Anti-Tuberculosis Drug Use on Treatment Outcomes in Patients with Pulmonary Fluoroquinolone-Resistant Multidrug-Resistant Tuberculosis: A Nationwide Retrospective Cohort Study with Propensity Score Matching.","authors":"Hongjo Choi,&nbsp;Dawoon Jeong,&nbsp;Young Ae Kang,&nbsp;Doosoo Jeon,&nbsp;Hee-Yeon Kang,&nbsp;Hee Jin Kim,&nbsp;Hee-Sun Kim,&nbsp;Jeongha Mok","doi":"10.4046/trd.2023.0040","DOIUrl":"https://doi.org/10.4046/trd.2023.0040","url":null,"abstract":"<p><strong>Background: </strong>Effective treatment of fluoroquinolone-resistant multidrug-resistant tuberculosis (FQr-MDR-TB) is difficult because of the limited number of available core anti-TB drugs and high rates of resistance to anti-TB drugs other than FQs. However, few studies have examined anti-TB drugs that are effective in treating patients with FQr-MDR-TB in a real-world setting.</p><p><strong>Methods: </strong>The impact of anti-TB drug use on treatment outcomes in patients with pulmonary FQr-MDR-TB was retrospectively evaluated using a nationwide integrated TB database (Korean Tuberculosis and Post-Tuberculosis). Data from 2011 to 2017 were included.</p><p><strong>Results: </strong>The study population consisted of 1,082 patients with FQr-MDR-TB. The overall treatment outcomes were as follows: treatment success (69.7%), death (13.7%), lost to follow-up or not evaluated (12.8%), and treatment failure (3.9%). On a propensity-score-matched multivariate logistic regression analysis, the use of bedaquiline (BDQ), linezolid (LZD), levofloxacin (LFX), cycloserine (CS), ethambutol (EMB), pyrazinamide, kanamycin (KM), prothionamide (PTO), and para-aminosalicylic acid against susceptible strains increased the treatment success rate (vs. unfavorable outcomes). The use of LFX, CS, EMB, and PTO against susceptible strains decreased the mortality (vs. treatment success).</p><p><strong>Conclusion: </strong>A therapeutic regimen guided by drug-susceptibility testing can improve the treatment of patients with pulmonary FQr-MDR-TB. In addition to core anti-TB drugs, such as BDQ and LZD, treatment of susceptible strains with later-generation FQs and KM may be beneficial for FQr-MDR-TB patients with limited treatment options.</p>","PeriodicalId":23368,"journal":{"name":"Tuberculosis and Respiratory Diseases","volume":"86 3","pages":"234-244"},"PeriodicalIF":2.9,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/33/80/trd-2023-0040.PMC10323203.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9792263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Inhaled Corticosteroids Is Not Associated with the Risk of Pneumonia in Asthma. 吸入皮质类固醇与哮喘患者肺炎风险无关
IF 2.9 Q2 RESPIRATORY SYSTEM Pub Date : 2023-07-01 DOI: 10.4046/trd.2022.0147
Ye Jin Lee, Yong-Bum Park

The introduction of inhaled corticosteroids (ICS) for the management of asthma has led to a decrease in acute exacerbation of asthma. However, there are concerns regarding the safety of long-term ICS use, particularly pneumonia. Growing evidence indicates that ICS use is associated with an increased risk of pneumonia in patients with chronic obstructive pulmonary disease, whereas the risk in patients with asthma remains unclear. This review discusses the effect of ICS on pneumonia among patients with asthma to update the existing literature. Asthma is associated with an increased risk of pneumonia. Several hypotheses have been proposed to explain this association, including that asthma impairs the clearance of bacteria owing to chronic inflammation. Therefore, controlling airway inflammation with ICS may prevent the occurrence of pneumonia in asthma. In addition, two meta-analyses investigating randomized control trials showed that ICS use was associated with a protective effect against pneumonia in asthma.

引入吸入皮质类固醇(ICS)管理哮喘导致哮喘急性加重的减少。然而,长期使用ICS的安全性值得关注,特别是肺炎。越来越多的证据表明,慢性阻塞性肺疾病患者使用ICS与肺炎风险增加有关,而哮喘患者的风险尚不清楚。本文综述了ICS对哮喘患者肺炎的影响,以更新现有文献。哮喘与肺炎风险增加有关。已经提出了几种假说来解释这种关联,包括哮喘由于慢性炎症而损害细菌的清除。因此,用ICS控制气道炎症可预防哮喘患者肺炎的发生。此外,两项调查随机对照试验的荟萃分析显示,ICS的使用与哮喘患者肺炎的保护作用有关。
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引用次数: 0
Tuberculosis and COVID-19 Related Stigma: Portuguese Patients Experiences. 结核病和COVID-19相关的耻辱:葡萄牙患者的经历。
IF 2.9 Q2 RESPIRATORY SYSTEM Pub Date : 2023-07-01 DOI: 10.4046/trd.2022.0062
Ana Alfaiate, Rita Rodrigues, Ana Aguiar, Raquel Duarte

Background: Tuberculosis (TB)-related stigma has been well-documented. Since the emergence of the coronavirus disease 2019 (COVID-19), different organizations have been alerted to the fact that stigma could arise again. Due to stigma's negative effects, this qualitative study aimed to explore the stigma felt by patients by evaluating the following: COVID-19 stigma and its temporal progression through the pandemic; stigma perceived by different patients with TB before and during COVID-19 pandemic; and difference perceived by individuals who contracted both diseases.

Methods: A semi-structured interview was developed according to the available literature on the theme. It was performed individually in 2022 upon receiving signed informed consent. Participants were recruited with a purposive sampling approach by searching medical records. Those who currently or previously had pulmonary TB and/ or COVID-19 were included. Data were subjected to thematic analysis.

Results: Nine patients were interviewed, including six (66.7%) females. The median age of patients was 51±14.7 years. Four participants (44.4%) had completed high school and four (44.4%) were never smokers. Three had both TB and COVID-19. Four only had TB and two only had COVID-19. Interviews identified eight main themes: knowledge and beliefs, with several misconceptions identified; attitudes towards the disease, varying from social support to exclusion; knowledge and education, assumed as of extreme importance; internalized stigma, with self-rejection; experienced stigma, with discrimination episodes; anticipated stigma, modifying actions for avoiding stigma; perceived stigma, with judgment by others prevailed; and temporal evolution of stigma.

Conclusion: Individuals expressed strong stigma for both diseases. De-stigmatization of respiratory infectious diseases is crucial for limiting stigma's negative impact.

背景:结核病(TB)相关的病耻感已被充分记录。自2019冠状病毒病(COVID-19)出现以来,不同组织都注意到耻辱可能再次出现的事实。鉴于耻辱感的负面影响,本定性研究旨在通过评估以下方面来探讨患者的耻辱感:COVID-19耻辱感及其在大流行中的时间进展;不同结核病患者在COVID-19大流行之前和期间的耻辱感;感染两种疾病的个体所感知到的差异。方法:根据现有文献,采用半结构化访谈法。该研究于2022年在获得签署的知情同意书后单独进行。参与者采用有目的的抽样方法,通过搜索医疗记录来招募。包括目前或以前患有肺结核和/或COVID-19的患者。对数据进行了专题分析。结果:共访谈9例患者,其中女性6例,占66.7%。患者中位年龄为51±14.7岁。4名参与者(44.4%)完成了高中学业,4名参与者(44.4%)从不吸烟。其中三人同时患有结核病和COVID-19。其中4人只有结核病,2人只有COVID-19。访谈确定了八个主要主题:知识和信念,并确定了一些误解;对疾病的态度,从社会支持到排斥;被认为极其重要的知识和教育;内化耻辱,自我排斥;经历过耻辱和歧视事件;预期的病耻感,修改避免病耻感的行动;感知到的耻辱,加上他人的判断占了上风;以及柱头的时间进化。结论:个体对这两种疾病都表现出强烈的耻辱感。消除呼吸道传染病的污名化对于限制污名化的负面影响至关重要。
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引用次数: 1
Prediction of Postoperative Lung Function in Lung Cancer Patients Using Machine Learning Models. 使用机器学习模型预测肺癌患者术后肺功能。
IF 2.9 Q2 RESPIRATORY SYSTEM Pub Date : 2023-07-01 DOI: 10.4046/trd.2022.0048
Oh Beom Kwon, Solji Han, Hwa Young Lee, Hye Seon Kang, Sung Kyoung Kim, Ju Sang Kim, Chan Kwon Park, Sang Haak Lee, Seung Joon Kim, Jin Woo Kim, Chang Dong Yeo

Background: Surgical resection is the standard treatment for early-stage lung cancer. Since postoperative lung function is related to mortality, predicted postoperative lung function is used to determine the treatment modality. The aim of this study was to evaluate the predictive performance of linear regression and machine learning models.

Methods: We extracted data from the Clinical Data Warehouse and developed three sets: set I, the linear regression model; set II, machine learning models omitting the missing data: and set III, machine learning models imputing the missing data. Six machine learning models, the least absolute shrinkage and selection operator (LASSO), Ridge regression, ElasticNet, Random Forest, eXtreme gradient boosting (XGBoost), and the light gradient boosting machine (LightGBM) were implemented. The forced expiratory volume in 1 second measured 6 months after surgery was defined as the outcome. Five-fold cross-validation was performed for hyperparameter tuning of the machine learning models. The dataset was split into training and test datasets at a 70:30 ratio. Implementation was done after dataset splitting in set III. Predictive performance was evaluated by R2 and mean squared error (MSE) in the three sets.

Results: A total of 1,487 patients were included in sets I and III and 896 patients were included in set II. In set I, the R2 value was 0.27 and in set II, LightGBM was the best model with the highest R2 value of 0.5 and the lowest MSE of 154.95. In set III, LightGBM was the best model with the highest R2 value of 0.56 and the lowest MSE of 174.07.

Conclusion: The LightGBM model showed the best performance in predicting postoperative lung function.

背景:手术切除是早期肺癌的标准治疗方法。由于术后肺功能与死亡率相关,因此使用预测的术后肺功能来确定治疗方式。本研究的目的是评估线性回归和机器学习模型的预测性能。方法:从临床数据仓库中提取数据,建立三组:一组为线性回归模型;集合II,省略缺失数据的机器学习模型;集合III,输入缺失数据的机器学习模型。实现了最小绝对收缩和选择算子(LASSO)、Ridge回归、ElasticNet、随机森林、极限梯度增强(XGBoost)和光梯度增强机(LightGBM) 6种机器学习模型。以术后6个月1秒用力呼气量为观察指标。对机器学习模型的超参数调优进行了五重交叉验证。数据集以70:30的比例分为训练数据集和测试数据集。在集III中进行数据集分割后实现。采用R2和均方误差(MSE)对三组的预测性能进行评价。结果:第一组和第三组共纳入1487例患者,第二组共纳入896例患者。在set I中,R2值为0.27,在set II中,LightGBM是最佳模型,R2值最高为0.5,MSE最低为154.95。在第三组中,LightGBM是最佳模型,R2最高为0.56,MSE最低为174.07。结论:LightGBM模型预测术后肺功能的效果最好。
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引用次数: 0
Summary of Korean Asthma Guideline. 韩国哮喘指南摘要。
IF 2.9 Q2 RESPIRATORY SYSTEM Pub Date : 2023-07-01 DOI: 10.4046/trd.2023.0052
Chin Kook Rhee, Ji-Yong Moon, Hyonsoo Joo, Ji Ye Jung, Jung-Kyu Lee, Kyung Hoon Min, Hyeon-Kyoung Koo, Seong Yong Lim, Hyoung Kyu Yoon, Sang Yeub Lee

Asthma is a chronic inflammatory airway disease that is characterized by variable airflow obstruction. The Korean Asthma Study Group of the Korean Academy of Tuberculosis and Respiratory Diseases has recently updated the Korean Asthma Guideline. This review summarizes the updated Korean Asthma Guideline. Asthma prevalence is increasing worldwide, and in Korea. Variable airflow obstruction can be confirmed by bronchodilator response or other tests, and should be established prior to the controller medication. A low-dose inhaled corticosteroid-formoterol is used to alleviate symptoms in all treatment step, and it can be used as a controller as well as reliever in steps 3-5. This approach is preferred, because it reduces the risk of severe exacerbations, compared to the use of short-acting β2-agonist as reliever. In severe asthma, phenotype/endotype based on the underlying inflammation should be evaluated. For type 2 severe asthma, the biologics should be considered.

哮喘是一种以可变气流阻塞为特征的慢性炎症性气道疾病。韩国结核病和呼吸疾病学会韩国哮喘研究组最近更新了韩国哮喘指南。本文综述了更新后的韩国哮喘指南。哮喘患病率在世界范围内呈上升趋势,在韩国也是如此。可变气流阻塞可通过支气管扩张剂反应或其他试验确认,并应在控制者用药前确定。在所有治疗步骤中使用低剂量吸入皮质类固醇-福莫特罗来缓解症状,并且在步骤3-5中可以用作控制和缓解剂。这种方法是首选的,因为与使用短效β2激动剂作为缓解剂相比,它降低了严重恶化的风险。在严重哮喘中,应评估基于潜在炎症的表型/内型。对于2型严重哮喘,应考虑使用生物制剂。
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引用次数: 1
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Tuberculosis and Respiratory Diseases
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