propensity score matching (PSM)

倾向评分匹配 (PSM)
  • 文章类型: Journal Article
    背景:自发性脑出血(ICH)与高病死率和高医疗费用相关。最近的研究强调了营养状况在影响神经系统疾病结局中的关键作用。这项研究调查了预后营养指数(PNI)与ICH患者院内并发症和病死率之间的关系。
    方法:使用2015年1月至2022年12月昌化基督教医院临床研究数据库的数据进行回顾性分析。20岁以下或100岁以上或医疗数据不完整的患者被排除在外。我们利用了有限的三次样条模型,Kaplan-Meier生存分析,和ROC分析评估PNI与临床结局之间的关联。进行倾向评分匹配分析以平衡组间的这些临床变量。
    结果:在这项研究中,使用PNI中值42.77评估2402例自发性ICH患者。该队列在低PNI组和高PNI组之间平均分配,以男性为主(59.1%),平均年龄64岁。入院时PNI评分较低的患者住院并发症较高,28天和90天病死率增加。
    结论:我们的研究表明,PNI可以作为预测自发性ICH患者医疗并发症和病死率的一个有价值的指标。
    BACKGROUND: Spontaneous intracerebral hemorrhage (ICH) is associated with high case fatality and significant healthcare costs. Recent studies emphasize the critical role of nutritional status in affecting outcomes in neurological disorders. This study investigates the relationship between the Prognostic Nutrition Index (PNI) and in-hospital complications and case fatality among patients with ICH.
    METHODS: A retrospective analysis was performed using data from the Changhua Christian Hospital Clinical Research Database between January 2015 and December 2022. Patients under 20 or over 100 years of age or with incomplete medical data were excluded. We utilized restricted cubic spline models, Kaplan-Meier survival analysis, and ROC analysis to assess the association between PNI and clinical outcomes. Propensity score matching analysis was performed to balance these clinical variables between groups.
    RESULTS: In this study, 2402 patients with spontaneous ICH were assessed using the median PNI value of 42.77. The cohort was evenly divided between low and high PNI groups, predominantly male (59.1%), with an average age of 64 years. Patients with lower PNI scores at admission had higher in-hospital complications and increased 28- and 90-day case fatality rates.
    CONCLUSIONS: Our study suggests that PNI could serve as a valuable marker for predicting medical complications and case fatality in patients with spontaneous ICH.
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  • 文章类型: Journal Article
    外束放射治疗(EBRT),保乳手术(BCS)的辅助治疗,需要很长的治疗时间,是昂贵的,并伴有许多并发症。长期随访的大样本研究缺乏关于术中放疗(IORT)一种新兴的放射治疗模式,对于用BCS治疗无淋巴结转移的T1-2早期乳腺癌患者,可以替代EBRT。
    我们在2000年至2018年的监测中确定了270,842例T1-2N0M0乳腺癌患者,流行病学,和结束结果(SEER)数据库。共有10,992例患者通过倾向评分匹配(PSM)进行匹配。根据放射治疗方法,将患者分为IORT组和EBRT组。通过Kaplan-Meier分析,分析并比较IORT组和EBRT组之间的总生存率(OS)和乳腺癌特异性生存率(BCSS)。双侧P<0.05被认为是显著的。
    PSM后,生存分析显示,IORT组和EBRT组的OS或BCSS率无显著差异.在亚组分析中,2010年至2013年诊断的IORT人群(HR=0.675,95%CI0.467-0.976,P=0.037)或T2期(HR=0.449,95%CI0.261-0.772,P=0.004)具有较好的OS率,但是在总人口中,T1期患者的OS和BCSS率优于T2期患者(P<0.0001),T2期化疗比例明显高于T1期。雌激素受体未知的EBRT患者的OS率较高(HR=3.392,95%CI1.368-8.407,P=0.008)。此外,IORT组已婚患者的BCSS率较高(HR=0.403,95%CI0.184-0.881,P=0.023),III级(HR=0.405,95%CI0.173-0.952,P=0.038),与EBRT组相比,接受化疗的乳腺癌患者(HR=0.327,95%CI0.116-0.917,P=0.034)。
    非劣质OS和BCSS率的术中放疗结果,与EBRT相比,在BCS治疗的无淋巴结转移的早期乳腺癌患者中,和IORT作为标准治疗的有效替代方案可能为患者提供实质性益处。这一发现为早期乳腺癌的放射治疗策略提供了新的见解。
    UNASSIGNED: External beam radiotherapy (EBRT), an adjuvant to breast-conserving surgery (BCS), requires a long treatment period, is costly, and is associated with numerous complications. Large sample studies with long follow-up periods are lacking regarding whether intraoperative radiotherapy (IORT), an emerging radiotherapy modality, can replace EBRT for patients with T1-2 early stage breast cancer without lymph node metastasis treated with BCS.
    UNASSIGNED: We identified 270,842 patients with T1-2N0M0 breast cancer from 2000 to 2018 in the Surveillance, Epidemiology, and End Results (SEER) database. A total of 10,992 patients were matched by propensity score matching (PSM). According to the radiotherapy method, the patients were divided into the IORT and EBRT groups. Overall survival (OS) and breast cancer-specific survival (BCSS) rates were analyzed and compared between the IORT and EBRT groups by Kaplan-Meier analysis. Bilateral P < 0.05 was considered to indicate significance.
    UNASSIGNED: After PSM, the survival analysis showed no significant differences in OS or BCSS rates between the IORT and EBRT groups. In the subgroup analysis, the IORT population diagnosed from 2010 to 2013 (HRs = 0.675, 95% CI 0.467-0.976, P = 0.037) or with T2 stage (HRs = 0.449, 95% CI 0.261-0.772, P = 0.004) had better OS rates, but in the overall population, the OS and BCSS rates were better in patients with T1 stage than in patients with T2 stage (P < 0.0001), and the proportion of chemotherapy was significantly higher in T2 stage than in T1 stage. Patients who had EBRT with unknown estrogen receptor had better OS rates (HRs = 3.392, 95% CI 1.368-8.407, P = 0.008). In addition, the IORT group had better BCSS rates for married (HRs = 0.403, 95% CI 0.184-0.881, P = 0.023), grade III (HRs = 0.405, 95% CI 0.173-0.952, P = 0.038), and chemotherapy-receiving (HRs = 0.327, 95% CI 0.116-0.917, P = 0.034) patients with breast cancer compared to the EBRT group.
    UNASSIGNED: Intraoperative radiotherapy results of non-inferior OS and BCSS rates, compared to those of EBRT, in patients with early stage breast cancer without lymph node metastasis treated with BCS, and IORT may provide substantial benefits to patients as an effective alternative to standard treatment. This finding provides new insights into radiotherapy strategies for early stage breast cancer.
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  • 文章类型: Journal Article
    As an important endocrine hormone regulating glucose metabolism, fibroblast growth factor 21 (FGF21) is increased in individuals with gestational diabetes mellitus (GDM) after 24 gestational weeks. However, it is unknown whether the increase in FGF21 precedes the diagnosis of GDM.
    In this nested case-control study, 133 pregnant women with GDM and 133 pregnant women with normal glucose tolerance (NGT) were identified through propensity score matching, and serum FGF21 levels were measured at 14 to 21 gestational weeks, before GDM is routinely identified. The differences in FGF21 levels were compared. The association between FGF21 and the occurrence of GDM was evaluated using logistic regression models with adjustment for confounders.
    The serum FGF21 levels of the GDM group at 14 to 21 gestational weeks were significantly higher than those of the NGT group overall (P < 0.001), with similar results observed between the corresponding BMI subgroups (P < 0.05). The 2nd (OR 1.224, 95% CI 0.603-2.485), 3rd (OR 2.478, 1.229-5.000), and 4th (OR 3.419, 95% CI 1.626-7.188) FGF21 quartiles were associated with greater odds of GDM occurrence than the 1st quartile after multivariable adjustments.
    The serum FGF21 levels in GDM groups increased in the early second trimester, regardless of whether participants were stratified according to BMI. After adjusting for confounding factors, the FGF21 levels in the highest quartile were associated with more than three times higher probability of the diagnosis of GDM in the pregnancy as compared to levels in the first quartile.
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