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Prediction of Cognitive Progression in Individuals with Mild Cognitive Impairment Using Radiomics as an Improvement of the ATN System: A Five-Year Follow-Up Study

  • Rao Song;Xiaojia Wu;Huan Liu;Dajing Guo;Lin Tang;Wei Zhang;Junbang Feng;Chuanming Li
    • Korean Journal of Radiology
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    • 제23권1호
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    • pp.89-100
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    • 2022
  • Objective: To improve the N biomarker in the amyloid/tau/neurodegeneration system by radiomics and study its value for predicting cognitive progression in individuals with mild cognitive impairment (MCI). Materials and Methods: A group of 147 healthy controls (HCs) (72 male; mean age ± standard deviation, 73.7 ± 6.3 years), 197 patients with MCI (114 male; 72.2 ± 7.1 years), and 128 patients with Alzheimer's disease (AD) (74 male; 73.7 ± 8.4 years) were included. Optimal A, T, and N biomarkers for discriminating HC and AD were selected using receiver operating characteristic (ROC) curve analysis. A radiomics model containing comprehensive information of the whole cerebral cortex and deep nuclei was established to create a new N biomarker. Cerebrospinal fluid (CSF) biomarkers were evaluated to determine the optimal A or T biomarkers. All MCI patients were followed up until AD conversion or for at least 60 months. The predictive value of A, T, and the radiomics-based N biomarker for cognitive progression of MCI to AD were analyzed using Kaplan-Meier estimates and the log-rank test. Results: The radiomics-based N biomarker showed an ROC curve area of 0.998 for discriminating between AD and HC. CSF Aβ42 and p-tau proteins were identified as the optimal A and T biomarkers, respectively. For MCI patients on the Alzheimer's continuum, isolated A+ was an indicator of cognitive stability, while abnormalities of T and N, separately or simultaneously, indicated a high risk of progression. For MCI patients with suspected non-Alzheimer's disease pathophysiology, isolated T+ indicated cognitive stability, while the appearance of the radiomics-based N+ indicated a high risk of progression to AD. Conclusion: We proposed a new radiomics-based improved N biomarker that could help identify patients with MCI who are at a higher risk for cognitive progression. In addition, we clarified the value of a single A/T/N biomarker for predicting the cognitive progression of MCI.

Assessing Abdominal Aortic Aneurysm Progression by Using Perivascular Adipose Tissue Attenuation on Computed Tomography Angiography

  • Shuai Zhang;Hui Gu;Na Chang;Sha Li;Tianqi Xu;Menghan Liu;Ximing Wang
    • Korean Journal of Radiology
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    • 제24권10호
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    • pp.974-982
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    • 2023
  • Objective: Recent studies have highlighted the active and potential role of perivascular adipose tissue (PVAT) in atherosclerosis and aneurysm progression, respectively. This study explored the link between PVAT attenuation and abdominal aortic aneurysm (AAA) progression using computed tomography angiography (CTA). Materials and Methods: This multicenter retrospective study analyzed patients with AAA who underwent CTA at baseline and follow-up between March 2015 and July 2022. The following parameters were obtained: maximum diameter and total volume of the AAA, presence or absence of intraluminal thrombus (ILT), maximum diameter and volume of the ILT, and PVAT attenuation of the aortic aneurysm at baseline CTA. PVAT attenuation was divided into high (> -73.4 Hounsfield units [HU]) and low (≤ -73.4 HU). Patients who had or did not have AAA progression during the follow-up, defined as an increase in the aneurysm volume > 10 mL from baseline, were identified. Kaplan-Meier and multivariable Cox regression analyses were used to investigate the association between PVAT attenuation and AAA progression. Results: Our study included 167 participants (148 males; median age: 70.0 years; interquartile range: 63.0-76.0 years), of which 145 (86.8%) were diagnosed with AAA accompanied by ILT. Over a median period of 11.3 months (range: 6.0-85.0 months), AAA progression was observed in 67 patients (40.1%). Multivariable Cox regression analysis indicated that high baseline PVAT attenuation (adjusted hazard ratio [aHR] = 2.23; 95% confidence interval [CI], 1.16-4.32; P = 0.017) was independently associated with AAA progression. This association was demonstrated within the patients of AAA with ILT subcohort, where a high baseline PVAT attenuation (aHR = 2.23; 95% CI, 1.08-4.60; P = 0.030) was consistently independently associated with AAA progression. Conclusion: Elevated PVAT attenuation is independently associated with AAA progression, including patients of AAA with ILT, suggesting the potential of PVAT attenuation as a predictive imaging marker for AAA expansion.

Prognosis for Pneumonic-Type Invasive Mucinous Adenocarcinoma in a Single Lobe on CT: Is It Reasonable to Designate It as Clinical T3?

  • Wooil Kim;Sang Min Lee;Jung Bok Lee;Joon Beom Seo;Hong Kwan Kim;Jhingook Kim;Ho Yun Lee
    • Korean Journal of Radiology
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    • 제23권3호
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    • pp.370-380
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    • 2022
  • Objective: To compare pneumonic-type invasive mucinous adenocarcinoma (pIMA) confined to a single lobe with clinical T2, T3, and T4 stage lung cancer without pathological node metastasis regarding survival after curative surgery and to identify prognostic factors for pIMA. Materials and Methods: From January 2010 to December 2017, 41 patients (15 male; mean age ± standard deviation, 66.0 ± 9.9 years) who had pIMA confined to a single lobe on computed tomography (CT) and underwent curative surgery were identified in two tertiary hospitals. Three hundred and thirteen patients (222 male; 66.3 ± 9.4 years) who had non-small cell lung cancer (NSCLC) without pathological node metastasis and underwent curative surgery in one participating institution formed a reference group. Relapse-free survival (RFS) and overall survival (OS) were calculated using the Kaplan-Meier method. Cox proportional hazard regression analysis was performed to identify factors associated with the survival of patients with pIMA. Results: The 5-year RFS and OS rates in patients with pIMA were 33.1% and 56.0%, respectively, compared with 74.3% and 91%, 64.3% and 71.8%, and 46.9% and 49.5% for patients with clinical stage T2, T3, and T4 NSCLC in the reference group, respectively. The RFS of patients with pIMA was comparable to that of patients with clinical stage T4 NSCLC and significantly worse than that of patients with clinical stage T3 NSCLC (p = 0.012). The differences in OS between patients with pIMA and those with clinical stage T3 or T4 NSCLC were not significant (p = 0.11 and p = 0.37, respectively). In patients with pIMA, the presence of separate nodules was a significant factor associated with poor RFS and OS {unadjusted hazard ratio (HR), 4.66 (95% confidence interval [CI], 1.95-11.11), p < 0.001 for RFS; adjusted HR, 4.53 (95% CI, 1.59-12.89), p = 0.005 for OS}. Conclusion: The RFS of patients with pIMA was comparable to that of patients with clinical stage T4 lung cancer. Separate nodules on CT were associated with poor RFS and OS in patients with pIMA.

지속가능경영 노력이 인지된 기업의 성과에 미치는 영향요인에 관한 연구 (A Study on the Influencing Effects of the Sustainable Management Efforts on the Perceived Performance of Firms)

  • 금명기;오재인
    • 경영정보학연구
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    • 제18권3호
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    • pp.1-29
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    • 2016
  • 급격한 환경 변화에 대응하기 위하여 많은 기업들은 지속가능경영을 기반으로 기업의 성과를 향상시키기 위해 노력을 기울이고 있다. 이러한 변화에 민첩하게 대응하고 생존하기 위해서는 무엇보다도 기업성과에 미치는 영향 요인을 파악하여야 한다. 본 연구에서는 Kaplan and Norton(1992)에 의해 소개된 Balance Score Card(BSC) 관점의 기업성과를 활용하여 지속가능경영 노력을 수행하고 있는 기업에 영향을 미치는 요인을 분석하였다. 문헌고찰 결과 본 연구에서 채택된 요인 및 독립변수는 경제적 노력(효율성 제고, 윤리 확대), 환경적 노력(환경경영, 에너지 관리), 그리고 사회적 노력(소비자 보호, 지역사회 기여도)으로 구성되었다. 회귀분석을 통한 가설 검정 결과 효율성 제고, 윤리경영, 에너지 관리, 소비자 보호, 지역사회 기여도가 기업성과에 긍정적인 영향을 미치는 것으로 나타났다. 본 연구 결과 시사점은 지역사회 기여도와 소비자 보호 노력은 기업의 경쟁력을 결정한다. 다양한 커뮤니케이션 강화를 통하여 사회적 책임경영 실현과 소비자 및 지역사회 공헌활동을 추구할 수 있는데, 이를 통하여 지역사회 기여도와 소비자 보호 노력은 기업의 지속가능경영의 원동력이 된다. 효율성 제고 노력은 생산성 및 수익성 등 지속가능한 기업성과를 결정하는 주요 요인이 된다. 경영 분석을 통하여 지속가능한 성장기반을 강화하여 지속적인 기업성과를 추구할 수 있는 원동력이 된다. 환경적 요인 중 에너지 관리 노력은 지속가능한 기업 성과에 영향을 미친다. 글로벌 경쟁시대를 맞이하여 지속가능경영 노력은 기업성과에 지대한 영향을 미치는 요인으로 등장하였다. 경제적, 환경적, 사회적 노력의 기본 틀을 중심으로 균형과 조화를 이루면서, 국제적 기준에 부합되고 해당 기업에 적절한 지속가능경영 노력을 수립, 추진해야 할 것이다.

Prognostic Value of Tumor Regression Grade on MR in Rectal Cancer: A Large-Scale, Single-Center Experience

  • Heera Yoen;Hye Eun Park;Se Hyung Kim;Jeong Hee Yoon;Bo Yun Hur;Jae Seok Bae;Jung Ho Kim;Hyeon Jeong Oh;Joon Koo Han
    • Korean Journal of Radiology
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    • 제21권9호
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    • pp.1065-1076
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    • 2020
  • Objective: To determine the prognostic value of MRI-based tumor regression grading (mrTRG) in rectal cancer compared with pathological tumor regression grading (pTRG), and to assess the effect of diffusion-weighted imaging (DWI) on interobserver agreement for evaluating mrTRG. Materials and Methods: Between 2007 and 2016, we retrospectively enrolled 321 patients (male:female = 208:113; mean age, 60.2 years) with rectal cancer who underwent both pre-chemoradiotherapy (CRT) and post-CRT MRI. Two radiologists independently determined mrTRG using a 5-point grading system with and without DWI in a one-month interval. Two pathologists graded pTRG using a 5-point grading system in consensus. Kaplan-Meier estimation and Cox-proportional hazard models were used for survival analysis. Cohen's kappa analysis was used to determine interobserver agreement. Results: According to mrTRG on MRI with DWI, there were 6 mrTRG 1, 48 mrTRG 2, 109 mrTRG 3, 152 mrTRG 4, and 6 mrTRG 5. By pTRG, there were 7 pTRG 1, 59 pTRG 2, 180 pTRG 3, 73 pTRG 4, and 2 pTRG 5. A 5-year overall survival (OS) was significantly different according to the 5-point grading mrTRG (p = 0.024) and pTRG (p = 0.038). The 5-year disease-free survival (DFS) was significantly different among the five mrTRG groups (p = 0.039), but not among the five pTRG groups (p = 0.072). OS and DFS were significantly different according to post-CRT MR variables: extramural venous invasion after CRT (hazard ratio = 2.259 for OS, hazard ratio = 5.011 for DFS) and extramesorectal lymph node (hazard ratio = 2.610 for DFS). For mrTRG, k value between the two radiologists was 0.309 (fair agreement) without DWI and slightly improved to 0.376 with DWI. Conclusion: mrTRG may predict OS and DFS comparably or even better compared to pTRG. The addition of DWI on T2-weighted MRI may improve interobserver agreement on mrTRG.

Effect of Perfluorobutane Microbubbles on Radiofrequency Ablation for Hepatocellular Carcinoma: Suppression of Steam Popping and Its Clinical Implication

  • Dong Young Jeong;Tae Wook Kang;Ji Hye Min;Kyoung Doo Song;Min Woo Lee;Hyunchul Rhim;Hyo Keun Lim;Dong Hyun Sinn;Heewon Han
    • Korean Journal of Radiology
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    • 제21권9호
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    • pp.1077-1086
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    • 2020
  • Objective: To evaluate the effect of perfluorobutane microbubbles (Sonazoid®, GE Healthcare) on steam popping during radiofrequency (RF) ablation for treating hepatocellular carcinoma (HCC), and to assess whether popping affects treatment outcomes. Materials and Methods: The institutional review board approved this retrospective study, which included 90 consecutive patients with single HCC, who received percutaneous RF ablation as the first-line treatment. The patients were divided into two groups, based on the presence or absence of the popping phenomenon, which was defined as an audible sound with a simultaneous sudden explosion within the ablation zone as detected via ultrasonography during the procedure. The factors contributing to the popping phenomenon were identified using multivariable logistic regression analysis. Local tumor progression (LTP) and disease-free survival (DFS) were assessed using the Kaplan-Meier method with the log-rank test for performing comparisons between the two groups. Results: The overall incidence of the popping phenomenon was 25.8% (24/93). Sonazoid® was used in 1 patient (4.2%) in the popping group (n = 24), while it was used in 15 patients (21.7%) in the non-popping group (n = 69). Multivariable analysis revealed that the use of Sonazoid® was the only significant factor for absence of the popping phenomenon (odds ratio = 0.10, p = 0.048). There were no significant differences in cumulative LTP and DFS between the two groups (p = 0.479 and p = 0.424, respectively). Conclusion: The use of Sonazoid® has a suppressive effect on the popping phenomenon during RF ablation in patients with HCC. However, the presence of the popping phenomenon may not affect clinical outcomes.

Prognostic Value of Dynamic Contrast-Enhanced MRI-Derived Pharmacokinetic Variables in Glioblastoma Patients: Analysis of Contrast-Enhancing Lesions and Non-Enhancing T2 High-Signal Intensity Lesions

  • Yeonah Kang;Eun Kyoung Hong;Jung Hyo Rhim;Roh-Eul Yoo;Koung Mi Kang;Tae Jin Yun;Ji-Hoon Kim;Chul-Ho Sohn;Sun-Won Park;Seung Hong Choi
    • Korean Journal of Radiology
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    • 제21권6호
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    • pp.707-716
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    • 2020
  • Objective: To evaluate pharmacokinetic variables from contrast-enhancing lesions (CELs) and non-enhancing T2 high signal intensity lesions (NE-T2HSILs) on dynamic contrast-enhanced (DCE) magnetic resonance (MR) imaging for predicting progression-free survival (PFS) in glioblastoma (GBM) patients. Materials and Methods: Sixty-four GBM patients who had undergone preoperative DCE MR imaging and received standard treatment were retrospectively included. We analyzed the pharmacokinetic variables of the volume transfer constant (Ktrans) and volume fraction of extravascular extracellular space within the CEL and NE-T2HSIL of the entire tumor. Univariate and multivariate Cox regression analyses were performed using preoperative clinical characteristics, pharmacokinetic variables of DCE MR imaging, and postoperative molecular biomarkers to predict PFS. Results: The increased mean Ktrans of the CEL, increased 95th percentile Ktrans of the CELs, and absence of methylated O6-methylguanine-DNA methyltransferase promoter were relevant adverse variables for PFS in the univariate analysis (p = 0.041, p = 0.032, and p = 0.083, respectively). The Kaplan-Meier survival curves demonstrated that PFS was significantly shorter in patients with a mean Ktrans of the CEL > 0.068 and 95th percentile Ktrans of the CEL > 0.223 (log-rank p = 0.038 and p = 0.041, respectively). However, only mean Ktrans of the CEL was significantly associated with PFS (p = 0.024; hazard ratio, 553.08; 95% confidence interval, 2.27-134756.74) in the multivariate Cox proportional hazard analysis. None of the pharmacokinetic variables from NE-T2HSILs were significantly related to PFS. Conclusion: Among the pharmacokinetic variables extracted from CELs and NE-T2HSILs on preoperative DCE MR imaging, the mean Ktrans of CELs exhibits potential as a useful imaging predictor of PFS in GBM patients.

Evaluating the effects of age on the long-term functional outcomes following anatomic total shoulder arthroplasty

  • Troy Li;Akiro H. Duey;Christopher A. White;Amit Pujari;Akshar V. Patel;Bashar Zaidat;Christine S. Williams;Alexis Williams;Carl M. Cirino;Dave Shukla;Bradford O. Parsons;Evan L. Flatow;Paul J. Cagle
    • Clinics in Shoulder and Elbow
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    • 제26권3호
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    • pp.231-237
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    • 2023
  • Background: In the past decade, the number of anatomic total shoulder arthroplasty (aTSA) procedures has steadily increased. Patients over 65 years of age comprise the vast majority of recipients, and outcomes have been well documented; however, patients are opting for definitive surgical treatment at younger ages.We aim to report on the effects of age on the long-term clinical outcomes following aTSA. Methods: Among the patients who underwent TSA, 119 shoulders were retrospectively analyzed. Preoperative and postoperative clinical outcome data were collected. Linear regression analysis (univariate and multivariate) was conducted to evaluate the associations of clinical outcomes with age. Kaplan-Meier curves and Cox regression analyses were performed to evaluate implant survival. Results: At final follow-up, patients of all ages undergoing aTSA experienced significant and sustained improvements in all primary outcome measures compared with preoperative values. Based on multivariate analysis, age at the time of surgery was a significant predictor of postoperative outcomes. Excellent implant survival was observed over the course of this study, and Cox regression survival analysis indicated age and sex to not be associated with an increased risk of implant failure. Conclusions: When controlling for sex and follow-up duration, older age was associated with significantly better patient-reported outcome measures. Despite this difference, we noted no significant effects on range of motion or implant survival. Level of evidence: IV.

혈액투석 접근로 기능부전에서의 비피복형 스텐트: 접근로 종류와 스텐트 위치에 따른 개통률 평가 (Bare-Metal Stent in Dysfunctional Hemodialysis Access: An Assessment of Circuit Patency according to Access Type and Stent Location)

  • 이경민;원제환;권요한;이수형;방준배;김진우
    • 대한영상의학회지
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    • 제84권1호
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    • pp.197-211
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    • 2023
  • 목적 기능장애 혈액투석 접근로에서 나이티놀 비피복형 스텐트 설치 후 접근로 유형과 스텐트의 위치에 따른 개통성을 평가하고자 한다. 대상과 방법 2017년 1월과 2019년 12월 사이에 159명의 환자(평균 연령, 64.1 ± 13.2세)가 혈액투석 접근로 기능장애를 치료를 위해 나이티놀 스텐트를 설치하였다. 스텐트의 위치는 다음과 같다; 18개 팔머리 정맥, 51개 노쪽피부정맥궁, 40개 위팔 정맥, 10개 문합부위 인접 정맥, 7개 동정맥 문합부 및 33개 인조혈관-정맥 문합부. 12개월 개통률은 카플란-마이어 방법과 콕스 회귀 모델로 평가하였다. 결과 총 159개의 스텐트가 103개의 자가동정맥루와 56개의 인조혈관접근로에 성공적으로 설치되었다. 인조혈관접근로는 자가동정맥루에 비해 12개월 일차 및 이차 개통률이 더 낮았다(일차 개통률; 25.0%대 44.7%; p = 0.005, 이차 개통률; 76.8%대 92.2%; p = 0.014). 스텐트 설치 후 노쪽피부정맥궁 및 인조혈관-정맥 문합부에서 다른 부위에 비해 12개월 일차 개통성이 불량하였다. 결론 나이티놀 비피복형 스텐트 설치 후 자가동정맥루는 인조혈관접근로와 비교하여 더 좋은 12개월 일차 및 이차 개통률을 보인다. 노쪽피부정맥궁 및 인조혈관-정맥 문합부의 스텐트는 다른 위치의 스텐트에 비해 더 낮은 12개월 일차 개통률을 보인다.

흉선종양에서의 WHO 분류와 Masaoka 병기, 임상양상간의 상관관계연구 (Prognostic Relevance of WHO Classification and Masaoka Stage in Thymoma)

  • 강성식;천미순;김용희;박승일;엄대운;노재윤;김동관
    • Journal of Chest Surgery
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    • 제38권1호
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    • pp.44-49
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    • 2005
  • 흥선종양은 비교적 흔한 종격종 종양이나 이제까지 병리학적 분류가 통일된 것이 없었으며 또한 치료 및 예후와의 연관성이 잘 확립되어 있지 않았다. 최근에서야 WHO 분류가 발표되었고 이에 따른 치료 계획과 치료에 따른 예후와의 상관관계가 보고되기 시작했다. 본 연구는 WHO 분류와 Masaoka병기 그리고 임상양상 간의 상관관계를 조사하였다. 대상 및 방법: 대상환자는 서울아산병원 흉부외과에서 1993년 1월부터 2003년 6월까지 완전절제술을 시행 받았던 흥선종양 환자 98명으로 하였다. WHO 분류의 조사를 위하여 병리조직 slide를 다시 검토하였으며 수술 후 Masaoka병기와의 관련성, 술 후 추가적인 치료와 예후에 대한 관계 및 재발여부에 관하여 의무기록 조사를 통하여 후향적으로 조사하였다. 결과: 98예의 대상 환자 중 남녀 비는 48 : 50이었으며 수술 연령은 평균 $49.6{\pm}13.9$세였다. WHO 분류에 따르면 type A 6명, AB 14명, B1 18명, B2 23명, B3 18명, C 9명이었다. Masaoka 병기와 WHO 분류와의 관계를 보면 Masaoka 병기 I 53명 $(54{\%})$ 중에서 WHO type A 4명, AB 7명, B1 22명, B2 17명, B3 3명이었으며 Masaoka 병기 II 28명$(28.5{\%})$ 중에서는 WHO type A 2명, AB 7명, B1 4명, B2 2명, B3 8명, C 5명이었고 Masaoka병기 III 15명$(15.3{\%})$ 중에서는 WHO type B1 L명, B2 3명, B3 7명, C 4명이었으며 Masaoka병기 IV 2명$(2{\%})$ 중에서는 WHO type B1 1명, B2 1명이었다. 평균 추적 기간은 $28{\pm}6.8$개월이었다. 사망 환자는 3명으로 type B2에서 2명(Masaoka 병기 III, IV), 그리고 type C에서 1명(Masaoka병기 II)이었다 재발 후 생존해 있는 환자는 총 6명이었으며 이 중 type B2에서 2명(Masaoka 병기 III), type B3에서 2명(Masaoka 병기 I, III) type C에서 2명(Masaoka 병기 II)이었다. Kaplan-Meier방법으로 통계 처리한 결과 WHO분류상 type B2에서 5년 생존율은 $90{\%}$ 였으며 type C에서 5년 생존율은 $87.5{\%}$였다. 재발률을 보면 class B2에서 5년 무병 생존율 $80.7{\%}$, B3에서 $81.6{\%}$, C에서 $50{\%}$였다. Log-Rank 방법에서 보면 WHO분류와 생존율, 재발률 사이에 통계학적으로 상관관계가 있는 것으로 나타났다(p<0.05). WHO 분류와 Masaoka분류의 상관 관계를 보면 Spearman correction method출 이용한 통계에서 상관관계 곡선이 slope=0.401 (p=0.023)으로 밀접한 관계가 있다고 하겠다. 결론: WHO분류의 type C의 경우 수술 후 재발률과 사망률이 높으므로 수술 후보다 적극적인 치료와 추적관찰이 필요할 것으로 생각된다. WHO분류와 Masaoka 병기간에는 상호 밀접한 관계가 있는 것으로 생각되며 WHO분류 및 Masaoka병기 모두 흥선종의 예후의 예측 인자가 될 수 있을 것으로 생각된다.