• 제목/요약/키워드: Receiver Operating-Characteristics (ROC) Analysis

검색결과 57건 처리시간 0.023초

MicroRNAs as Promising Biomarkers for Tumor-staging: Evaluation of MiR21 MiR155 MiR29a and MiR92a in Predicting Tumor Stage of Rectal Cancer

  • Yang, Yun;Peng, Wei;Tang, Tian;Xia, Lin;Wang, Xiao-Dong;Duan, Bao-Feng;Shu, Ye
    • Asian Pacific Journal of Cancer Prevention
    • /
    • 제15권13호
    • /
    • pp.5175-5180
    • /
    • 2014
  • Objective: In this study, tumor-stage predictive abilities of miR21, miR155, miR29a and miR92a were evaluated in rectal cancer (RC). Methods: Expression of miR21, miR155, miR29a and miR92a was detected and quantitated in tumor tissue and in adjacent normal tissue from 40 patients by TaqMan MicroRNA assay. Results: Significant overexpression of miR21, miR155, miR29a and miR92a was observed in RC tissues. While high expression of miR21, miR155 and miR29a in N1-2 and C-D stages presented a potential correlation with N and Duke stages, partial correlation analysis suggested that only miR155 rather than miR21 and miR29a played a greater influencing role. Receiver operating characteristics (ROC) curve analysis showed that miR155 could discriminate N0 from N1-2 with 85.0% sensitivity and 85.0% specificity, N2 from N0-1 with 90.0% sensitivity and 96.7% specificity, and C-D stage from A-B stage with 81.0% sensitivity and 84.2% specificity. Conclusions: Increase in expression of miR155 might represent a novel predictor for RC N and Dukes staging.

초음파로 진단된 자궁근종의 위험인자 평가 (Evaluation of Risk Factors for Uterine Myoma Diagnosed by Ultrasonography)

  • 양성희
    • 대한방사선기술학회지:방사선기술과학
    • /
    • 제44권4호
    • /
    • pp.307-313
    • /
    • 2021
  • The purpose of this study was to analyze the risk factors for uterine myoma diagnosed by ultrasonography in Korea women and to evaluate the risk. Among the patients who visited the outpatient department of obstetrics and gynecology at I hospital in Busin between January 2019 and March 2021 for the purpose of examination, 98 patients in the experimental group diagnosed with uterine myoma and 163 patients in the normal control group without other diseases were retrospectively conducted. Among the general characteristics of the subjects, age, body mass index, parity, and menopause showed significant differences between the myoma group and the normal control group. ROC(receiver operating characteristic) curve analysis and logistic regression analysis were performed to obtain the cut off value and odds ratio that can predict the occurrence of uterine myoma. The cut off value for the prediction of uterine myoma was determined to be 30 years old and a body mass index of 23 kg/m2. After that adjusting for menopause, non menopausal cases with a body mass index of 23 kg/m2 and over 39 years of age had the highest odds ratio of 6.04. Therefore, premenopausal women over 40 years of age require regular checkups and thorough weight management. This study was conducted with a small number of subjects. Therefore, there is a limit to generalizing to all Korean women. However, based on this study if a large scale prospective study considering various variables is made, it can play a role as a predictive marker in early detection of uterine myoma.

Risk factors for cancer-specific survival in elderly gastric cancer patients after curative gastrectomy

  • Liu, Xiao;Xue, Zhigang;Yu, Jianchun;Ma, Zhiqiang;Kang, Weiming;Ye, Xin;Li, Zijian
    • Nutrition Research and Practice
    • /
    • 제16권5호
    • /
    • pp.604-615
    • /
    • 2022
  • BACKGROUND/OBJECTIVES: This study aimed to investigate cancer-specific survival (CSS) and associated risk factors in elderly gastric cancer (EGC) patients. SUBJECTS/METHODS: EGC patients (≥ 70 yrs) who underwent curative gastrectomy between January 2013 and December 2017 at our hospital were included. Clinicopathologic characteristics and survival data were collected. Receiver operating characteristic (ROC) analysis was used to extract the best cutoff point for body mass index (BMI). A Cox proportional hazards model was used to determine the risk factors for CSS. RESULTS: In total, 290 EGC patients were included, with a median age of 74.7 yrs. The median follow-up time was 31 (1-77) mon. The postoperative 1-yr, 3-yr and 5-yr CSS rates were 93.7%, 75.9% and 65.1%, respectively. Univariate analysis revealed risk factors for CSS, including age (hazard ratio [HR] = 1.08; 95% confidence interval [CI], 1.01-1.15), intensive care unit (ICU) admission (HR = 1.73; 95% CI, 1.08-2.79), nutritional risk screening (NRS 2002) score ≥ 5 (HR = 2.33; 95% CI, 1.49-3.75), and preoperative prognostic nutrition index score < 45 (HR = 2.06; 95% CI, 1.27-3.33). The ROC curve showed that the best BMI cutoff value was 20.6 kg/m2. Multivariate analysis indicated that a BMI ≤ 20.6 kg/m2 (HR = 2.30; 95% CI, 1.36-3.87), ICU admission (HR = 1.97; 95% CI, 1.17-3.30) and TNM stage (stage II: HR = 5.56; 95% CI, 1.59-19.43; stage III: HR = 16.20; 95% CI, 4.99-52.59) were significantly associated with CSS. CONCLUSIONS: Low BMI (≤ 20.6 kg/m2), ICU admission and advanced pathological TNM stages (II and III) are independent risk factors for CSS in EGC patients after curative gastrectomy. Nutrition support, better perioperative management and early diagnosis would be helpful for better survival.

기상자료기반 다중선형회귀분석에 의한 농업용 저수지 월단위 저수율 예측 및 저수지 가뭄지수(RDI) 추정 (Forecasting Monthly Agricultural Reservoir Storage and Estimation of Reservoir Drought Index (RDI) Using Meteorological Data Based Multiple Linear Regression Analysis)

  • 이지완;김진욱;정충길;김성준
    • 한국지리정보학회지
    • /
    • 제21권3호
    • /
    • pp.19-34
    • /
    • 2018
  • 본 논문의 목적은 농업용 저수지 저수율 계측자료와 기상인자와의 다중선형회귀분석을 통해 저수율 예측 월단위 회귀식을 산정하는데 있다. 2002년부터 2016년까지의 한국농어촌공사 저수지 3,067개에 대한 저수율 관측자료와 기상청 63개 지점 관측자료를 수집하여 저수율 예측 다중선형 회귀식을 도출하였으며, 개발된 월별 회귀식에 대한 $R^2$는 0.51~0.95로 분석되었다. 또한 회귀식의 적용성 평가를 위해 9개 대표저수지에 대해 관측값과 비교한 $R^2$는 0.44~0.81로 나타났다. 회귀식을 이용하여 평년(1976-2005) 대비 저수지 가뭄지수(Reservoir Drought Index, RDI)를 산정하여 ROC 분석을 수행한 결과, 극심한 가뭄의 경우 2년(2015~2016) 평균 적중률은 0.64로 겨울의 적중률이 0.70으로 가장 높았고, 여름의 적중률이 0.58로 가장 낮게 나타났으며, 봄과 가을의 적중률은 각각 0.59, 0.68로 분석되었다. 본 연구에서 도출한 회귀식은 가용한 관측자료 및 1~3개월의 장기 기상전망자료 기반의 월단위 저수율 전망자료 생산이 가능하므로, 이를 기반으로 농업가뭄 전망정보의 생산이 가능할 것으로 판단된다.

Application of MMP-7 and MMP-10 in Assisting the Diagnosis of Malignant Pleural Effusion

  • Cheng, Daye;Liang, Bin;Li, Yun-Hui
    • Asian Pacific Journal of Cancer Prevention
    • /
    • 제13권2호
    • /
    • pp.505-509
    • /
    • 2012
  • Background: Matrix metalloproteinases (MMP) are proteolytic enzymes that are essentially involved in turnover of the extracellular matrix (ECM). The aim was to investigate the diagnostic value of MMP-7 and MMP-10 as tumor markers in pleural effusion (PE) and evaluate the value of combining MMP-7, MMP-10 and carcinoembryonic antigen (CEA) assays as diagnostic aids for malignant cells. Materials and Methods: A total of 179 patients with PE (87 malignant and 92 benign) were included in this study. The levels of MMP-7 and MMP-10 were measured using ELISA. Results: Values for MMP-7 and MMP-10 were significantly higher in malignant PE than those in benign PE (P<0.01). Among all variables evaluated, logistic regression found that MMP-7 and MMP-10 were significantly correlated with the presence of malignant disease (P<0.01). Analysis of receiver operating characteristics (ROC) curves showed that the area under the curve of MMP-10 (0.806) was significantly larger than that of MMP-7 (0.771) and CEA (0.789) (P<0.01). With parallel interpretation, the combination of MMP-10 and CEA achieved the higher sensitivity of 94.6%. The combination of MMP-7 and CEA in serial interpretation was able to boost the specificity to 95.7%. The combination of MMP-7, MMP-10 and CEA produced better sensitivity, specificity, PPV and NPV than MMP-7 and MMP-10 alone. Conclusion: MMP-7 and MMP-10 in PE may represent helpful adjuncts to conventional diagnostic tools in ruling out malignancy as a probable diagnosis, thus guiding the selection of patients who might benefit from further invasive procedures.

한국형 낙상 위험 사정도구의 타당성 평가연구 (Validation of Adult Fall Assessment Scale Korean Version for Adult Patients in General Hospitals in Korea)

  • 최은희;고미숙;이신애;박정하
    • 임상간호연구
    • /
    • 제26권2호
    • /
    • pp.265-273
    • /
    • 2020
  • Purpose: The purpose of this study was to test the predictive validity of the Fall Assessment Scale-Korean version (FAS-K) and to find the most appropriate cutoff score to screen high-risk fall groups in adult patients in general hospitals in Korea. Methods: We performed a prospective evaluation study in medical and surgical ward patients at two major general hospitals in Seoul. Data were collected from Nov. 1, 2018 to Feb. 28, 2019, nurses performed 651 observation series. The researcher measured the fall risk assessment score by applying FAS-K, MFS (Morse Fall Scale), and JHFRAT (Johns Hopkins Hospital Fall Risk Assessment tool) to the patients twice a week between 10 am and 12 noon. Data were analyzed using Pearson's corelation coefficients, and the sensitivity, specificity, predictive value, and the area under the curve (AUC) of the three tools. Results: The FAS-K was positively correlated with the MFS (r=.70, p<.001) and the JHFRAT (r=.82, p<.001). According to the receiver operating characteristics (ROC) curve analysis of the FAS-K, sensitivity, specificity, and positive and negative prediction values were 85.3%, 49.4%, 8.5%, and 98.4%, respectively, when the FAS-K score was 4. Therefore, the cut-off score of the FAS-K to identify groups with high fall risk was 4. Conclusion: The FAS-K is a valid tool for measuring fall risk in adult inpatients. In addition, the FAS-K score, 4, can be used to identify high-risk fall groups and know specific points in time to provide active interventions to prevent falls.

The prognostic value of median nerve thickness in diagnosing carpal tunnel syndrome using magnetic resonance imaging: a pilot study

  • Lee, Sooho;Cho, Hyung Rae;Yoo, Jun Sung;Kim, Young Uk
    • The Korean Journal of Pain
    • /
    • 제33권1호
    • /
    • pp.54-59
    • /
    • 2020
  • Background: The median nerve cross-sectional area (MNCSA) is a useful morphological parameter for the evaluation of carpal tunnel syndrome (CTS). However, there have been limited studies investigating the anatomical basis of median nerve flattening. Thus, to evaluate the connection between median nerve flattening and CTS, we carried out a measurement of the median nerve thickness (MNT). Methods: Both MNCSA and MNT measurement tools were collected from 20 patients with CTS, and from 20 control individuals who underwent carpal tunnel magnetic resonance imaging (CTMRI). We measured the MNCSA and MNT at the level of the hook of hamate on CTMRI. The MNCSA was measured on the transverse angled sections through the whole area. The MNT was measured based on the most compressed MNT. Results: The mean MNCSA was 9.01 ± 1.94 ㎟ in the control group and 6.58 ± 1.75 ㎟ in the CTS group. The mean MNT was 2.18 ± 0.39 mm in the control group and 1.43 ± 0.28 mm in the CTS group. Receiver operating characteristics curve analysis demonstrated that the optimal cut-off value for the MNCSA was 7.72 ㎟, with 75.0% sensitivity, 75.0% specificity, and an area under the curve (AUC) of 0.82 (95% confidence interval [CI], 0.69-0.95). The best cut off-threshold of the MNT was 1.76 mm, with 85% sensitivity, 85% specificity, and an AUC of 0.94 (95% CI, 0.87-1.00). Conclusions: Even though both MNCSA and MNT were significantly associated with CTS, MNT was identified as a more suitable measurement parameter.

Relationships of the Vitamin D and Platelet Indices in Sjögren's Syndrome

  • Gunay, Nahide Ekici;Bugday, Irfan;Akalin, Tayfun
    • 대한임상검사과학회지
    • /
    • 제50권4호
    • /
    • pp.484-491
    • /
    • 2018
  • Primer $Sj{\ddot{o}}gren's$ Syndrome (pSS) is an autoimmune/inflammatory illness. The platelet indices (PIs) indicate the inflammatory response and activity/severity of many diseases. A vitamin D deficiency is accompanied by the increased tendency of autoimmune diseases. This study investigated whether the vitamin D levels are related to the altered platelet indices in pSS. A total of 261 individuals were included in this analytical cross-sectional study. The laboratory data of pSS patients were evaluated and the relationship between the PIs and vitamin D status was examined. According to these findings, in patients with pSS, the vitamin D levels were lower than the healthy control group (P<0.05). The vitamin D levels were negatively associated with PDW (P=0.012), but positively correlated with PCT (P<0.001). The cut-off point was obtained with receiver operating characteristics (ROC) curves for PDW: 12.53 (AUC 0.921, sensitivity 90%, specificity 85%), for PCT; 0.29 (AUC 0.660, sensitivity 68%, specificity 55%). In multivariate linear regression analysis, the most significant parameters for the effects of PDW are the following: vitamin D (${\beta}=-0.373$; t=-2.626; sig.=0.013) and plateletcrit (${\beta}=-0.308$; t=-2.13; sig.=0.040). A vitamin D deficiency may be accompanied by changes in PIs in pSS. A higher PDW and lower PCT supports the underlying inflammation, which may be vitamin D related useful parameters to consider in approaching to pSS.

심방세동 환자에서 새로 개발된 R2CHA2DS2-VASc score 유용성 및 CHADS2, CHA2DS2-VASc scores와의 비교연구 (The usefulness of newly developed R2CHA2DS2-VASc score and comparison with CHADS2 and CHA2DS2-VASc scores in atrial fibrillation patients)

  • 곽재훈;여세환;김여운;이진석;김병규;정진욱;배준호;나득영;이관
    • Journal of Yeungnam Medical Science
    • /
    • 제33권1호
    • /
    • pp.8-12
    • /
    • 2016
  • Background: The decision to administer oral anticoagulation therapy depends on accurate assessment of stroke risk in patients with atrial fibrillation (AF). Various stroke risk stratification schemes have been developed to help inform clinical decision making. The CHADS2 and CHA2DS2-VASc scores have been used in estimating the risk of stroke in patients with AF. Recently R2CHA2DS2-VASc score was developed. The objective of the current study is to validate the usefulness of the R2CHA2DS2-VASc score and to compare the accuracy of the CHADS2, CHA2DS2-VASc, and R2CHA2DS2-VASc scores in predicting a patient's risk of stroke. Methods: Based on medical records, we conducted a retrospective study of patients hospitalized with AF from March 2011 to July 2013. A total of 448 AF patients were included in this study. The receiver operating characteristic (ROC) curve analysis in MedCalc was used for comparison with respective diagnostic values. Results: The patient characteristics showed male predominance (60.9%). Among the 448 AF patients, 131 (29.2%) patients had strokes during the study. A R2CHA2DS2-VASc score of more than 5 is the optimal cut-off value for prediction of stroke. A risk score of three, the area under the ROC curve (AUC) of R2CHA2DS2-VASc score (AUC 0.631; 95% confidence interval, 0.585-0.679) was the highest. A significant difference was observed between AUC for R2CHA2DS2-VASc, CHADS2, and CHA2DS2-VASc scores, but no meaningful difference between CHADS2 and CHA2DS2-VASc scores. Conclusion: We determined the usefulness of the R2CHA2DS2-VASc score, which showed better association with stroke than the CHADS2 and CHA2DS2-VASc scores.

결핵성 및 비결핵성 흉막삼출액에서 TNF-$\alpha$ 농도의 진단적 의의 (Diagnostic Significance of TNF-$\alpha$ in Tuberculous and Non-Tuberculous Pleural Effusion)

  • 나현주;박석채;강광원;박형관;김영철;최인선;박경옥
    • Tuberculosis and Respiratory Diseases
    • /
    • 제44권3호
    • /
    • pp.611-620
    • /
    • 1997
  • 연구배경 : 결핵성 흉막염의 감별 진단 목적으로 널리 이용되고 있는 검사는 adenosine deaminase와 INF-$\gamma$를 세포성 면역에 또다른 중요한 매개체로 알려진 TNF-$\alpha$의 진단적 의의를 조사하고, 현재 임상에서 유용한 지표로 사용되고 있는 adenosine deaminase와의 감별력을 비교하고자 본 연구를 시행하였다. 방 법 : 삼출성 흉막염 80예(결핵성 : 39예, 암성 : 31예, 부폐렴흉막염 : 10예)를 대상으로 흉수의 기본적인 세포조성, 화학 검사와 더불어 ADA와 TNF-$\alpha$(Medgenix IRMA kit)를 측정하였다. 결 과 : 흉수내 ADA농도는 결핵성 흉막염에서 $48.7{\pm}32.7U/L$로 비결핵성 흉막염 $26.0{\pm}41.3U/L$에 비해 유의한 차이로 높았고(p < 0.05), TNF-$\alpha$치 또한 결핵성 흉막염에서 $184.1{\pm}214.2pg/mL$로 비결핵성 흉막삼출액 $44.1{\pm}114.2pg/mL$에 비해 유의하게 높았다(p < 0.01). ROC 곡선을 이용하여 ADA와 TNF-$\alpha$의 감별력을 가장 높일 수 있는 기준치를 정하였을 때, ADA는 30U/ml, TNF-$\alpha$는 15pg/ml로 측정되었고, 각각의 기준치를 이용하여 감수성과 특이도를 구하였을때, ADA는 감수성 66.7%, 특이도 85.0%, TNF-$\alpha$는 감수성 69.2% 특이도 87.1%를 보였다. 두 검사의 민감도와 특이도를 비교하기 위한 ROC 곡선에서, ROC 곡선아래의 면적(area under curve)은 ADA와 TNF-$\alpha$사이에 유의한 차이가 없었다(ADA 0.83, TNF-$\alpha$ 0.82). 다중회귀분석(multiple stepwise regression)에서 ADA가 가장 유용한 지표로 계산되었으나 TNF-$\alpha$의 추가가 분별력에 더 이상의 기여함은 없었다. 결 론 : 결핵성 흉막염과 비결핵성 흉막염을 감별 진단하는데 ADA와 함께 TNF-$\alpha$도 유용한 지표로 이용될 수 있으나 두가지 검사를 함께 시행함에 따른 진단에 있어서의 잇점은 없었다.

  • PDF