• 제목/요약/키워드: prognostic prediction

검색결과 120건 처리시간 0.021초

Pre- and Post-Treatment Imaging of Primary Central Nervous System Tumors in the Molecular and Genetic Era

  • Sung Soo Ahn;Soonmee Cha
    • Korean Journal of Radiology
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    • 제22권11호
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    • pp.1858-1874
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    • 2021
  • Recent advances in the molecular and genetic characterization of central nervous system (CNS) tumors have ushered in a new era of tumor classification, diagnosis, and prognostic assessment. In this emerging and rapidly evolving molecular genetic era, imaging plays a critical role in the preoperative diagnosis and surgical planning, molecular marker prediction, targeted treatment planning, and post-therapy assessment of CNS tumors. This review provides an overview of the current imaging methods relevant to the molecular genetic classification of CNS tumors. Specifically, we focused on 1) the correlates between imaging features and specific molecular genetic markers and 2) the post-therapy imaging used for therapeutic assessment.

망막색소변성 데이터의 예후 예측을 위한 패턴 분류 (Pattern Classification of Retinitis Pigmentosa Data for Prediction of Prognosis)

  • 김현미;우용태;정성환
    • 한국멀티미디어학회논문지
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    • 제15권6호
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    • pp.701-710
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    • 2012
  • 망막색소변성(RP: Retinitis Pigmentosa)이란 가장 흔한 유전성 망막질환이다. 정상적인 사회활동을 영위하던 사람들이 이 질병으로 시력이 손상되면서 좌절과 고통을 겪는다. 또한 국가적 차원에서 이들의 경제활동이 끊김에 따라 경제활동 인구 감소에 따른 손실 또한 크다고 하겠다. 이에 망막색소변성 질환에 대한 임상 예후 정보를 제공할 수 있는 연구기반이 절실히 요구되고 있다. 본 연구는 망막색소변성 데이터에 대한 패턴 분류를 통해 예후 예측이 가능함을 제안한다. 기존에는 주로 SPSS등을 활용한 통계 처리 결과가 데이터 분석에 적용되었다. 그러나 본 연구에서는 기계학습과 자동 패턴 분류를 실험하였다. SVM(Support Vector Machine)과 여러 다양한 패턴분류기들을 실험을 위해 사용하였다. 제안한 방법은 SVM 분류기에 의하여 RP 데이터가 자동적으로 분류된 결과를 바탕으로 예후 예측이 가능함을 확인하였다.

Evaluation of the 7th AJCC TNM Staging System in Point of Lymph Node Classification

  • Kim, Sung-Hoo;Ha, Tae-Kyung;Kwon, Sung-Joon
    • Journal of Gastric Cancer
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    • 제11권2호
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    • pp.94-100
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    • 2011
  • Purpose: The 7th AJCC tumor node metastasis (TNM) staging system modified the classification of the lymph node metastasis widely compared to the 6th edition. To evaluate the prognostic predictability of the new TNM staging system, we analyzed the survival rate of the gastric cancer patients assessed by the 7th staging system. Materials and Methods: Among 2,083 patients who underwent resection for gastric cancer at the department of surgery, Hanyang Medical Center from July 1992 to December 2009, This study retrospectively reviewed 5-year survival rate (5YSR) of 624 patients (TanyN3M0: 464 patients, TanyNanyM1: 160 patients) focusing on the number of metastatic lymph node and distant metastasis. We evaluated the applicability of the new staging system. Results: There were no significant differences in 5YSR between stage IIIC with more than 29 metastatic lymph nodes and stage IV (P=0.053). No significant differences were observed between stage IIIB with more than 28 metastatic lymph nodes and stage IV (P=0.093). Distinct survival differences were present between patients who were categorized as TanyN3M0 with 7 to 32 metastatic lymph nodes and stage IV. But patients with more than 33 metastatic lymph nodes did not show any significant differences compared to stage IV (P=0.055). Among patients with TanyN3M0, statistical significances were seen between patients with 7 to 30 metastatic lymph nodes and those with more than 31 metastatic lymph nodes. Conclusions: In the new staging system, modifications of N classification is mandatory to improve prognostic prediction. Further study involving a greater number of cases is required to demonstrate the most appropriate cutoffs for N classification.

Charlson Comorbidity Index를 활용한 폐암수술환자의 건강결과 예측에 관한 연구 (Health Outcome Prediction Using the Charlson Comorbidity Index In Lung Cancer Patients)

  • 김세원;윤석준;경민호;윤영호;김영애;김은정;김경운
    • 보건행정학회지
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    • 제19권4호
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    • pp.18-32
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    • 2009
  • The goal of this study was to predict the health outcomes of lung cancer surgery based on the Charlson comorbidity index (CCI). An attempt was likewise made to assess the prognostic value of such data for predicting mortality, survival rate, and length of hospital stay. A medical-record review of 389 patients with non-small-cell lung cancer was performed. To evaluate the agreement, the kappa coefficient was tested. Logistic-regression analysis was also conducted within two years after the surgery to determine the association of CCI with death. Survival and multiple-regression analyses were used to evaluate the relationship between CCI and the hospital care outcomes within two-year survival after lung cancer surgery and the length of hospital stay. The results of the study showed that CCI is a valid prognostic indicator of two-year mortality and length of hospital stay, and that it shows the health outcomes, such as death, survival rate, and length of hospital stay, after the surgery, thus enabling the development and application of the methodology using a systematic and objective scale for the results.

Overexpression of Matrix Metalloproteinase 11 in Thai Prostatic Adenocarcinoma is Associated with Poor Survival

  • Nonsrijun, Nongnuch;Mitchai, Jumphol;Brown, Kamoltip;Leksomboon, Ratana;Tuamsuk, Panya
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권5호
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    • pp.3331-3335
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    • 2013
  • Background: The incidence of prostate cancer, one of the most common cancers in elderly men, is increasing annually in Thailand. Matrix metalloproteinase 11 (MMP-11) is a member of the extracellular matrix metalloproteases which has been associated with human tumor progression and clinical outcome. Aim: To quantify MMP-11 expression in prostatic adenocarcinoma tissues and to determine whether its overexpression correlates with survival outcome, and to assess its potential as a new prognostic marker. Materials and Methods: Expression of MMP-11 was analyzed using immunohistochemistry in 103 Thai patients with prostatic adenocarcinoma. Overall survival was analyzed using Kaplan-Meier methods and Cox regression models. Results: Immunoreactivity of MMP-11 was seen in the stroma of prostatic adenocarcinoma tissue samples, high expression being significantly correlated with poor differentiation in Gleason grading, pathologic tumor stage 4 (pT4), and positive-bone metastasis (p<0.05), but not age and prostatic-specific antigen (PSA) level. Patients with high levels of MMP-11 expression demonstrated significantly shorter survival (p<0.001) when compared to those with low levels. Multivariate analysis showed that MMP-11 expression and pT stage were related with survival in prostatic adenocarcinoma [hazard ratio (HR)=0.448, 95% confidence interval (95%CI)=0.212-0.946, HR=0.333, 95%CI=0.15-0.74, respectively]. Conclusions: Expression of MMP-11 is significantly associated with survival in prostatic adenocarcinoma. High levels may potentially be used for prediction of a poor prognosis.

말기 암 환자에서 임상변수를 이용한 생존 기간 예측 (Prediction of Life Expectancy for Terminally Ill Cancer Patients Based on Clinical Parameters)

  • 염창환;최윤선;홍영선;박용규;이혜리
    • Journal of Hospice and Palliative Care
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    • 제5권2호
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    • pp.111-124
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    • 2002
  • 목적 : 의학의 발달로 인간의 생존 기간이 길어졌지만, 암 발생율과 사망율은 오히려 증가하고 있어 그로 인해 말기 암 환자는 계속 늘어나고 있는 실정이다. 말기 암 환자를 진료하는 데 있어서 환자의 생존 기간을 예측하는 것은 중요한 문제로 만약 환자의 생존 기간을 예측할 수 있다면 남은 시간에 따라 환자, 가족, 의료진은 치료의 선택에 큰 차이를 보일 것이다. 이에 저자 등은 말기 암 환자에서 사망 위험도를 높이는 예후 인자를 알아내고 이들 예후 인자의 개수에 따른 생존 기간을 예측하여 말기 암 환자의 진료에 도움이 되고자 하였다. 방법 : 2000년 7월 1일부터 2001년 8월 31일 사이에 국민건강보험공단 일산병원 가정의학과에 말기 암으로 입원한 환자 157명을 대상으로 입원당시 환자의 임상변수 31가지를 조사하였다. 그리고 환자의 의무기록과 조사된 환자의 신상기록을 가지고 2001년 10월 31일까지의 환자의 생존 여부를 확인하였다. Kaplan-Meier 방법과 로그순위 검정(log-rank test)을 이용하여 임상변수에 따른 생존 기간에 차이가 있는지를 알아보았다. Cox의 비례위험함수 모형(Cox's proportional hazard model)을 이용하여 임상변수 중 사망 위험도를 높이는 유의한 변수를 얻은 후 이를 예후 인자로 삼고, 이것을 와이블 비례위험함수 모형(Weibull proportional hazard function model)을 이용하여 예후 인자들의 유무에 따른 생존 기간의 평균, 중앙값 제 1사분위수 그리고 제 3사분위수를 계산하여 생존기간을 예측하였다. 결과 : 말기 암 환자 157명 중 성별은 남자가 79명(50.3%), 여자가 78명(49.7%)이었고, 평균 연령은 남자가 $65.1{\pm}13.0$세, 여자는 $64.3{\pm}13.7$세였다. 암의 종류를 보면 위암이 36명(22.9%)으로 제일 많았고, 폐암이 27명(17.2%), 대장암이 20명(12.7%) 순이었다. 의식변화, 식욕부진, 저혈압, 수행능력 저하, 백혈구 증가증, 중성구 증가증, 크레아티닌 증가, 저알부민혈증, 고빌리루빈혈증, 간효소(SGPT)치 증가, 프로트롬빈 시간(PT) 연장, 활성부분 트롬보플라스틴 시간(aPTT) 연장, 저나트륨혈증, 고칼륨혈증 등을 보이는 환자는 통계학적으로 유의하게 생존 기간이 짧았다. 이중 Cox의 비례위험함수 모형을 통해 수행능력 저하, 중성구 증가증, PT 연장, aPTT 연장인 경우가 환자의 사망위험도를 높이는 유의한 예후 인자로 나왔다. 생존 기간의 중앙값은 4가지 인자가 모두 있는 경우는 3.0일, 3가지만 있는 경우는 $5.7{\sim}8.2$일, 2가지만 있는 경우는 $11.4{\sim}20.0$일, 1가지만 있는 경우는 $27.9{\sim}40.0$일, 4가지 모두 없는 경우는 77일로 나왔다. 결론 : 말기 암 환자에서 수행능력 저하, 중성구 증가증, PT 연장, aPTT 연장이 사망위험도를 높이는 예후 인자임을 알 수 있었다. 이들 4개 인자를 통해 말기 암 환자에서 생존 기간을 예측할 수 있을 것으로 사료된다.

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Validity and Necessity of Sub-classification of N3 in the 7th UICC TNM Stage of Gastric Cancer

  • Li, Fang-Xuan;Zhang, Ru-Peng;Liang, Han;Quan, Ji-Chuan;Liu, Hui;Zhang, Hui
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권3호
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    • pp.2091-2095
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    • 2013
  • Background: The $7^{th}$ TNM staging is the first authoritative standard for evaluation of effectiveness of treatment of gastric cancer worldwide. However, revision of pN classification within TNM needs to be discussed. In particular, the N3 sub-stage is becoming more conspicuous. Methods: Clinical data of 302 pN3M0 stage gastric cancer patients who received radical gastrectomy in Tianjin Medical University Cancer Institute and Hospital from January 2001 to May 2006 were retrospectively analyzed. Results: Location of tumor, depth of invasion, extranodal metastasis, gastric resection, combined organs resection, lymph node metastasis, rate of lymph node metastasis, negative lymph nodes count were important prognostic factors of pN3M0 stage gastric cancers. TNM stage was also associated with prognosis. Patients at T2N3M0 stage had a better prognosis than other sub-classification. T3N3M0 and T4aN3aM0 patients had equal prognosis which followed the T2N3M0. T4aN3bM0 and T4bN3aM0 had lower survival rate than the formers. T4bN3bM0 had worst prognosis. In multivariate analysis, TNM stage group and rate of lymph node metastasis were independent prognostic factors. Conclusions: The sub-stage of N3 may be useful for more accurate prediction of prognosis; it should therefore be applied in the TNM stage system.

Prognostic Values of Various Clinical Factors and Genetic Subtypes for Diffuse Large B-cell lymphoma Patients: A Retrospective Analysis of 227 Cases

  • Zhou, De;Xie, Wan-Zhuo;Hu, Ke-Yue;Huang, Wei-Jia;Wei, Guo-Qing;He, Jing-Song;Shi, Ji-Min;Luo, Yi;Li, Li;Zhu, Jing-Jing;Zhang, Jie;Lin, Mao-Fang;Ye, Xiu-Jin;Cai, Zhen;Huang, He
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권2호
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    • pp.929-934
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    • 2013
  • Aim: To analyze the significance of different clinical factors for prognostic prediction in diffuse large B-cell lymphoma (DLBCL) patients. Methods: Two hundred and twenty-seven DLBCL patients were retrospectively reviewed. Patients were managed with cyclophosphamide, doxorubicin, vincristine, and prednisone (CHOP) regimen or rituximab plus the CHOP (RCHOP) regimen. Results: Lactate dehydrogenase (LDH), ${\beta}2$-microglobulin (${\beta}2$-M), B symptoms, Ann Arbor stage and genetic subtypes were statistically relevant in predicting the prognosis of the overall survival (OS). In the CHOP group, the OS in patients with germinal center B-cell-like (GCB)(76.2%) was significantly higher than that of the non-GCB group (51.9%, P=0.032). With RCHOP management, there was no statistical difference in OS between the GCB (88.4%) and non-GCB groups (81.9%, P=0.288). Conclusion: Elevated LDH and ${\beta}2$-M levels, positive B symptoms, Ann Arbor stage III/IV, and primary nodal lymphoma indicate an unfavorable prognosis of DLBCL patients. Patients with GCB-like DLBCL have a better prognosis than those with non-GCB when treated with the CHOP regimen. The RCHOP treatment with the addition of rituximab can improve the prognosis of patients with DLBCL.

해양혼합층 모델 적용을 통한 고해상도 지역예측모델 성능개선에 대한 연구 (A Study on Improvement of High Resolution Regional NWP by Applying Ocean Mixed Layer Model)

  • 민재식;지준범;장민;박정균
    • 대기
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    • 제27권3호
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    • pp.317-329
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    • 2017
  • Ocean mixed layer (OML) depth affects diurnal cycle of sea surface temperature (SST) induced by change of solar radiation absorption and heat budget in ocean. The diurnal SST variation can lead to convection over the ocean, which can impact on localized precipitation both over coastal and inland. In this study, we investigate the OML characteristics affecting the diurnal cycle of SST for the Korean Peninsula and surrounding areas. To analyze OML characteristics, HYCOM oceanic mixed layer depth (MLD) and wind field at 10 m from ERA-interim during 2008~2016 are used. In the winter, MLD is deeply formed when the strong wind field is located on perpendicular to continental slope over deep seafloor areas. Besides, cooling SST-induced vertical mixing in OML is reinforced by dry cold air originated from Siberia. The OML in summer is shallowly distributed about 20 m. In order to estimate the impact of OML model in high resolution NWP model, four experimental simulations are performed. At this time, the prognostic scheme of skin SST is applied in NWP to simulate diurnal SST. The simulation results show that CNTL (off-OML) overestimates diurnal cycle of SST, while EXPs (on-OML) indicate similar results to observations. The prediction performance for precipitation of EXPs shows improvement compared with CNTL over coastal as well as inland. This results suggest that the application of the OML model in summer season can contribute to improving the prediction for performance of SST and precipitation over coastal area and inland.

Usefulness of neutrophil-lymphocyte ratio in young children with febrile urinary tract infection

  • Han, Song Yi;Lee, I Re;Park, Se Jin;Kim, Ji Hong;Shin, Jae Il
    • Clinical and Experimental Pediatrics
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    • 제59권3호
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    • pp.139-144
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    • 2016
  • Purpose: Acute pyelonephritis (APN) is a serious bacterial infection that can cause renal scarring in children. Early identification of APN is critical to improve treatment outcomes. The neutrophil-lymphocyte ratio (NLR) is a prognostic marker of many diseases, but it has not yet been established in urinary tract infection (UTI). The aim of this study was to determine whether NLR is a useful marker to predict APN or vesicoureteral reflux (VUR). Methods: We retrospectively evaluated 298 pediatric patients ($age{\leq}36months$) with febrile UTI from January 2010 to December 2014. Conventional infection markers (white blood cell [WBC] count, erythrocyte sedimentation rate [ESR], C-reactive protein [CRP]), and NLR were measured. Results: WBC, CRP, ESR, and NLR were higher in APN than in lower UTI (P<0.001). Multiple logistic regression analyses showed that NLR was a predictive factor for positive dimercaptosuccinic acid (DMSA) defects (P<0.001). The area under the receiver operating characteristic (ROC) curve was high for NLR (P<0.001) as well as CRP (P<0.001) for prediction of DMSA defects. NLR showed the highest area under the ROC curve for diagnosis of VUR (P<0.001). Conclusion: NLR can be used as a diagnostic marker of APN with DMSA defect, showing better results than those of conventional markers for VUR prediction.