• 제목/요약/키워드: Blood characteristic

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Prediction of Patient Management in COVID-19 Using Deep Learning-Based Fully Automated Extraction of Cardiothoracic CT Metrics and Laboratory Findings

  • Thomas Weikert;Saikiran Rapaka;Sasa Grbic;Thomas Re;Shikha Chaganti;David J. Winkel;Constantin Anastasopoulos;Tilo Niemann;Benedikt J. Wiggli;Jens Bremerich;Raphael Twerenbold;Gregor Sommer;Dorin Comaniciu;Alexander W. Sauter
    • Korean Journal of Radiology
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    • 제22권6호
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    • pp.994-1004
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    • 2021
  • Objective: To extract pulmonary and cardiovascular metrics from chest CTs of patients with coronavirus disease 2019 (COVID-19) using a fully automated deep learning-based approach and assess their potential to predict patient management. Materials and Methods: All initial chest CTs of patients who tested positive for severe acute respiratory syndrome coronavirus 2 at our emergency department between March 25 and April 25, 2020, were identified (n = 120). Three patient management groups were defined: group 1 (outpatient), group 2 (general ward), and group 3 (intensive care unit [ICU]). Multiple pulmonary and cardiovascular metrics were extracted from the chest CT images using deep learning. Additionally, six laboratory findings indicating inflammation and cellular damage were considered. Differences in CT metrics, laboratory findings, and demographics between the patient management groups were assessed. The potential of these parameters to predict patients' needs for intensive care (yes/no) was analyzed using logistic regression and receiver operating characteristic curves. Internal and external validity were assessed using 109 independent chest CT scans. Results: While demographic parameters alone (sex and age) were not sufficient to predict ICU management status, both CT metrics alone (including both pulmonary and cardiovascular metrics; area under the curve [AUC] = 0.88; 95% confidence interval [CI] = 0.79-0.97) and laboratory findings alone (C-reactive protein, lactate dehydrogenase, white blood cell count, and albumin; AUC = 0.86; 95% CI = 0.77-0.94) were good classifiers. Excellent performance was achieved by a combination of demographic parameters, CT metrics, and laboratory findings (AUC = 0.91; 95% CI = 0.85-0.98). Application of a model that combined both pulmonary CT metrics and demographic parameters on a dataset from another hospital indicated its external validity (AUC = 0.77; 95% CI = 0.66-0.88). Conclusion: Chest CT of patients with COVID-19 contains valuable information that can be accessed using automated image analysis. These metrics are useful for the prediction of patient management.

한의학의 항종양 면역치료에 관한 연구 -1990년 이후 발표된 실험논문을 중심으로- (Compilation of 104 Experimental Theses on the Antitumor and Immuno-activating therapies of Oriental Medicine)

  • 강연이;김태임;박종오;김성훈;박종대;김동희
    • 동의생리병리학회지
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    • 제17권1호
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    • pp.1-24
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    • 2003
  • This study was done to compile 104 experimental theses which are related to the antitumor and immuno-activating therapies between February 1990 through February 2002. Master's and doctoral theses were dassified by schools, degrees, materials, effects, experimental methods of antitumor and immunoactivity, and results. The following results were obtained from this study : 1. Classifying the theses by the school, 34.6% were presented by Daejeon University, 29.8% by Kyung-hee University and 11.5% by Won-kwang University. Of all theses, 51.0% were aimed for the doctoral degree and 43.3% were for the master's degree. All of three universities have their own cancer centers. 2. Classifying the theses by herb materials, complex prescription accounted for 60.3%, single herb accounted for 24.8% and herbal acupuncture accounted for 14.2%. Considering the key principles of the traditional medicine, complex prescription was much more thoroughly studied than single herb prescription. The results showed that the complex prescription had both antitumor activity and immuno-activating activity, which might reflects on multi-activation mechanisms by complex components. 3. Classifying the theses by the efficacy of herbs examined, in single herb, invigorating spleen and supplementing was 35.5%, expelling toxin and cooling was 29.0%, activating blood flow and removing blood stasis was 12.9%. In herbal acupuncture, invigorating spleen and supplementing was 52.9%, expelling toxin and cooling was 29.4%. In complex prescription, pathogen-free status was 41.9%, strengthening healthy qi to eliminate pathogen was 35.5%, strengthening healthy qi was 22.6%. It is presumed that the antitumor and immunoactivating therapy based on syndrome differentiation is the best way to develop oriental oncology. 4. Classifying the theses by antitumor experiments, cytotoxic effect was 48.1 %, survival time was 48.1 % and change of tumor size was 42.3%. Survival rate was not necessarily correlated with cytotoxicity. These data reflect the characteristic, wholistic nature of the oriental medicine which is based on BRM (biological response modifier). 5. Classifying the theses by immunoactivating experiments, hemolysin titer was 51.0%, hemagglutinin titer was 46.2% and NK cell's activity was 44.2%. In the future studies, an effort to elucidate specific molecular and cellular mechanisms of cytokine production in the body would be crucial. 6. Classifying the theses according to the data in terms of antitumor activity, 50% was evaluated good, 24.0% was excellent, and 15.5% have no effect. In an evaluation of immuno-activating activity, 35.9% was excellent and 18.0% showed a little effect. The index point, as described here, may helps to use experimental data for clinical trials. Changes in index points by varying dosage implicate the importance of oriental medical theory for prescription. 7. In 167 materials, IIP (immunoactivating index point, mean : 3.12±0.07) was significantly higher than AIP(antitumor index point, mean : 2.83±0.07). These data demonstrate that the effect of herb medicine on tumor activity depends more on immunoactivating activity than antitumor activity. This further implies that the development of herbal antitumor drugs must be preceded by the mechanistic understanding of immunoactivating effect. 8. After medline-searching tumor and herb-related articles from NCBI web site, we conclude that most of the studies are primarily focused on biomolecular mechanisms and/or pathways. Henceforth, we need to define the biomolecular mechanisms and/or pathways affected by herbs or complicated prescriptions. 9. Therefore, the most important point of oriental medical oncology is to conned between experimental results and clinical trials. For the public application of herbal therapy to cancer, it is critical to present the data to mass media. 10. To develop the relationship of experimental results and clinical trials, university's cancer clinic must have a long-range plan related to the university laboratories and, at the same time, a regular consortium for this relationship is imperative. 11. After all these efforts, a new type herbal medicine for cancer therapy which is to take care of the long-term administering and safety problem must be developed. Then, it would be expected that anti-tumor herbal acupuncture can improve clinical symptoms and quality of life (QOL) for cancer patients. 12. Finally, oriental medical cancer center must be constructed in NCC (National Cancer Center) or government agency for the development of oriental medical oncology which has international competitive power.

심장표지물질 간이검사의 급성심장사 법의학적 사후진단 유용성에 관한 연구 (The Usefulness of Rapid Triple Test for Cardiac Marker in Forensic Paragnosis of Sudden Cardiac Death)

  • 임채원;김진각
    • 대한임상검사과학회지
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    • 제49권2호
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    • pp.108-113
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    • 2017
  • 급성심장사는 돌연 예기치 못한 심장질환에 의해 갑자기 사망하는 것으로, 법의부검 실시 전 초기 변사현장에서 외피 검시 과정 중 육안적으로 법의학적 사인 추정을 위한 명확한 소견 관찰이 어려운 점으로 인해 법의부검에서 심근 조직의 현미경적 변화 관찰을 통한 진단이 제안되고 있다. 그러나 검사시간, 비용, 편의성 등 변사사건 현장 외표 검시를 통한 사인추정 실무현장에 적용하는데 문제점을 드러내고 있다. 이에 본 연구에서는 임상 병원 진단검사의학에서 급성심근경색 환자의 진단 검사에 이용하는 심장표지물질 간이 검사 키트를 이용하여 사후 혈액에서 심장표지물질 myoglobin, CK-MB, cTn I를 측정하는 간이 검사가 내인성급사인 급성심장사를 사후 진단하는데 유용하게 이용될 수 있는지를 알아보고자 하였다. 외피 검시 및 간이검사 결과 비외상성 급성심장사로 추정되는 실험군 30예를 법의 부검 결과와 비교한 결과 23예(76.7%)에서 양성, 대조군 10예 중 뇌혈관질환 추정 4예 모두 음성, 알코올 및 약물 중독 1예, 산소결핍 질식사 1예에서 양성을 보였다. 심장표지물질 간이 검사의 민감도와 특이도는 각각 76.7%, 80.0%의 유의한 결과를 보여 변사사건 현장에서 변시체의 과거병력, 현장상황 및 사후시간 등을 종합적으로 고려하여 사후 급성심장사의 의심, 추정 진단에 보조적 방법의 하나로 유용하게 이용될 수 있을 것으로 사료된다. 향후 심장표지물질(myoglobin, CK-MB, cTn I)의 개별물질 특성에 의한 혈액 내 최초 발현 및 소멸시간, 시간 경과에 따른 농도 차이 등에 대한 선행연구 결과를 기초로 사망원인 규명 등 사건 해결에 필요한 사후경과시간 추정을 위한 사후 시간대 별 심장표지물질 농도에 대한 추가적인 연구가 계속 되어야 할 것이다.

Catecholamines에 관(關)하여 -제4편(第四編) : 심실전동발생(心室顫動發生)에 있어서의 catecholamines의 의의(意義)- (Role of Catecholamines in Ventricular Fibrillation)

  • 이우주
    • 대한약리학회지
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    • 제19권1호
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    • pp.15-35
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    • 1983
  • Although it has been well known that ventricular fibrillation is the most important complication during hypothermia, much investigation has failed to show the exact nature of the etiology of ventricular fibrillation. Recently, there has been considerable research on the relationship between sympathetic activity and ventricular fibrillation under hypothermia. Cardiac muscle normally contains a certain amount of norepinephrine and the dramatic effect of this catecholamines on the cardiac muscle is well documented. It is, therefore, conceivable that cardiac catecholamines might exert an influence on the susceptibility of heart muscle to tachycardia, ventricular fibrillation and arrhythmia, under hypothermia. Hypothermia itself is stress enough to increase tonus of sympatheticoadrenal system. The normal heart is supplied by an autonomic innervation and is subjected to action of circulating catecholamines which may be released from the heart. If the reaction of the heart associated with a variable amount of cardiac catecholamines is. permitted to occur in the induction of hypothermia, the action of this agent on the heart has not to be differentiated from the direct effects of cooling. The studies presented in this paper were designed to provide further information about the cardio-physiological effects of reduced body temperature, with special reference to the role of catecholamines in ventricular fibrillation. Healthy cats, weighing about 3 kg, were anesthetized with pentobarbital(30 mg/kg) intraperitoneally. The trachea was intubated and the endotracheal tube was connected to a C.F. Palmer type A.C. respirator. Hypothermia was induced by immersing the cat into a ice water tub and the rate of body temperature lowering was $1^{\circ}C$ per 5 to 8 min. Esophageal temperature and ECG (Lead II) were simultaneously monitored. In some cases the blood pH and serum sodium and potassium were estimated before the experiment. After the experiment the animals were killed and the hearts were excised. The catecholamines content of the cardiac muscle was measured by the method of Shore and Olin (1958). The results obtained are summarized as follows. 1) In control animal the heart rate was slowed as the temperature fell and the average pulse rates of eight animals were read 94/min at $31^{\circ}C$, 70/min at $27^{\circ}C$ and 43/min at $23^{\circ}C$ if esophageal temperature. Ventricular fibrillation was occurred with no exception at a mean temperature of $20.3^{\circ}C(21-l9^{\circ}C)$. The electrocardiogram revealed abnormal P waves in each progressive cooling of the heart. there was, ultimately, a marked delay in the P-R interval, QRS complex and Q-T interval. Inversion of the T waves was characteristic of all animals. The catecholamines content of the heart muscle excised immediately after the occurrence of ventricular fibrillation was about thirty percent lower than that of the pre-hypothermic heart, that is, $1.0\;{\mu}g/g$ wet weight compared to the prehypothermic value of $1.41\;{\mu}g/g$ wet weight. The changes of blood pH, serum sodium and potassium concentration were not remarkable. 2) By the adrenergic receptor blocking agent, DCI(2-3 mg/kg), given intramuscularly thirty minutes before hypothermia, ventricular fibrillation did not occur in one of five animals when their body temperature was reduced even to $16^{\circ}C$. These animals succumbed at that low temperature, and the changes of heart rate and loss of myocardial catecholamines after hypothermia were similar to those of normal animals. The actual effect of DCI preventing the ventricular fibrillation is not predictable. 3) Administration of reserpine(1 mg/kg, i.m.) 24 hours Prior to hypothermia disclosed reduced incidence of ventricular fibrillation, that is, six of the nine animals went into fibrillation at an average temperature of $19.6^{\circ}C$. By reserpine myocardial catecholamines content dropped to $0.045\;{\mu}g/g$ wet weight. 4) Bretylium pretreatment(20 mg/kg, i.m.), which blocks the release of catecholamines, Prevented the ventricular fibrillation under hypothermia in four of the eight cats. The pulse rate, however, was approximately the same as control and in some cases was rather slower. 5) Six cats treated with norepinephrine(2 mg/kg, i.m.) or DOPA(50 mg/kg) and tranylcypromine(10 mg/kg), which tab teen proved to cause significant increase in the catecholamines content of the heart muscle, showed ventricular fibrillation in all animals under hypothermia at average temperature of $21.6^{\circ}C$ and the pulse rate increased remarkably as compared with that of normal. Catecholamines content of cardiac muscle of these animals markedly decreased after hypothermia but higher than control animals. 6) The functional refractory periods of isolated rabbit atria, determined by the paired stimulus technique, was markedly shortened by administration of epinephrine, norepinephrine and isoproterenol. 7) Adrenergic beta-blocking agents, such as pronethalol, propranolol and sotalol(MJ-1999), inhibited completely the shortening of refractory period induced by norepinephrine. 8) Pretreatment with either phenoxftenbamine or phentolamine, an adrenergic alphatlocking agent, did not modify the decrease in refractory period induced by norepinephrine. From the above experiment it is possible to conclude that catecholamines play an important role in producing ventricular fibrillation under hypothermia. The shortening of the refractorf period of cardiac muscle induced by catecholamines mar be considered as a partial factor in producing ventriculr fibrillaton and to be mediated by beta-adrenergic receptor.

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고온스트레스가 일반 양돈농가의 돼지 생산성 및 생리 변화에 미치는 영향 (Effect of heat stress on growth performance and physiological changes of pigs in commercial farm)

  • 오서영;정용대;김두완;민예진;유동조;김기현;김영화
    • 한국산학기술학회논문지
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    • 제18권7호
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    • pp.130-139
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    • 2017
  • 본 연구는 고온스트레스가 일반 양돈농가의 육성돈 및 비육돈의 성장단계별 생산성 및 혈액내 생리지표에 미치는 영향 구명하고자 실시하였다. 공시동물은 각각 180두씩 3원교잡($L{\times}Y{\times}D$)의 육성돈 및 비육돈을 사용하였고 처리구는 적온기와 고온기로 나누었으며 여름철을 고온기, 가을철을 적온기로 상정하였다. 육성돈과 비육돈은 평사에 처리당 3반복, 반복당 30두씩 배치하였다. 사육기간동안 온습도변화를 통해 열량지수를 산출하였고 생산성 및 생리적 변화는 성장단계별로 확인하였다. 적온기의 평균온도와 열량지수는 각각 $16.8^{\circ}C$, 61.4이며 고온기의 평균온도는 $25^{\circ}C$ 그리고 열량지수는 74.3을 나타냈다. 육성돈의 체중, 평균일당증체량 및 평균사료섭취량은 고온기에서 적온기보다 감소했다(p<0.01). 또한, 비육돈의 모든 생산지표들은 적온기에 비해 고온기에서 저하됐다(p<0.01). 육성돈의 혈중 백혈구와 호중구는 적온기보다 고온기에서 감소했다(p<0.05). 비육돈의 혈구조성은 온도에 영향을 받지 않았다. 육성돈의 혈중 생화학적특성은 변화가 없으며 적온기에 비해 고온기의 비육돈은 혈중 총단백질 및 비에스테르형지방산 증가했고 글루오스는 감소했다. 면역글로불린 G와 코르티솔은 육성돈에서는 차이가 없으며 비육돈은 고온기에서 코르티솔이 증가했다(p<0.01). 본 실험결과, 고온은 돼지의 생산성을 저해시키며 일부 혈액내 생화학적 지표에 영향을 미친다. 그리고, 온도조절을 통한 고온스트레스 영향이 아닌 계절에 따른 사육온도에 의한 생산성저감을 의미하므로 향후 양돈농가에서 고온스트레스를 조절할 수 있는 사양기술 및 사료개발에 유용한 정보로 활용될 수 있을 것으로 사료된다.

확산강조영상, 역동적조영관류영상, 자화율강조영상을 이용한 원발성 뇌종양환자에서의 종양재발과 지연성 방사선치료연관변화의 감별 (Differentiation of True Recurrence from Delayed Radiation Therapy-related Changes in Primary Brain Tumors Using Diffusion-weighted Imaging, Dynamic Susceptibility Contrast Perfusion Imaging, and Susceptibility-weighted Imaging)

  • 김동현;최승홍;유인선;윤태진;김태민;이세훈;박철기;김지훈;손철호;박성혜;김일한
    • Investigative Magnetic Resonance Imaging
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    • 제18권2호
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    • pp.120-132
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    • 2014
  • 목적: 원발성 뇌종양환자에서 방사선 치료 후 추적 자기공명영상에서 새로 생긴 조영증강 뇌병변에 대해 종양재발과 지연성 방사선치료연관변화의 감별에 있어서 확산강조영상 (DWI), 역동적조영관류영상 (DSC PWI), 자화율강조영상 (SWI)의 진단적 가치를 서로 비교하고자 한다. 대상과 방법: 원발성 뇌종양으로 이전에 방사선치료를 받았던 환자 중, 방사선치료 종료 최소 1년 이후에 추적 자기공명영상에서 새롭게 조영증강 되는 병변을 가진 24명의 환자를 대상으로 연구하였다. 새롭게 조영증강 되는 병변은 14명의 종양재발과 10명의 방사선치료연관변화로 확인되었다. 종양재발과 방사선치료연관변화 두 환자 군의 여러변수들은 비대응표본 t 검정을 실시하여 비교 분석하였다. 다중변수 로지스틱 회귀 분석을 이용하여 DWI, DSC PWI, SWI 각 영상의 정량 분석을 통해 얻은 apparent diffusion coefficient (ADC), normalized cerebral blood volume (nCBV), proportion of dark signal intensity (proSWI) 값 중 두 군을 감별해 내는 최상의 예측 변수 (best predictor)를 정하였다. 이후 수신자 조작 특성 (Receiver operating characteristics, ROC) 분석을 통하여 best predictor의 정확도, 민감도, 특이도를 평가하였다. 결과: 방사선치료연관변화 군과 비교하여 종양재발 군에서 평균 nCBV 값이 유의하게 높았고 (P=.004), 평균 proSWI 값은 유의하게 낮았다 (P<.001). 반면, 평균 ADC 값은 두 군간에 유의한 차이를 보이지 않았다. 다중변수 로지스틱 회귀 분석 결과 proSWI 값만이 통계적으로 유의한, 감별 가능한 독립변수였으며, 민감도, 특이도, 정확도는 각각 78.6% (11 of 14), 100% (10 of 10), 87.5% (21 of 24) 였다. 결론: 뇌종양 환자에서 방사선치료 종료 최소 1년 이후에 새로 보이는 조영증강 병변의 감별에 있어 proSWI 값이 가장 중요한 변수인 것으로 나타났다.

급성기 중풍 환자의 사상체질에 따른 제특성 분포에 관한 임상적 연구 (Comparison Study on the Characteristics among Sasang Constitution in Acute Stroke Patients)

  • 선종주;정재환;최창민;김석민;김창현;민인규;정동원;박성욱;정우상;문상관;박정미;고창남;조기호;김영석;배형섭
    • 대한한방내과학회지
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    • 제28권1호
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    • pp.34-46
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    • 2007
  • Objectives: This study was to assess characteristics in acute stroke patients according to Sasangconstitution (SC). Methods : We assessed the type of SC of acute stroke patients in $2^{nd}$ Department of Internal Medicine at KyungHee University Oriental Hospital from October 2005 to September 2006. Each subject's SC type was confirmed when the result of QSCC II+ was in accordance with the opinion of the Sasangconstitutional medicine specialist. We investigated general characteristics, stroke type, blood test results, alcohol drinking, smoking and dietary preferences according to SC. Results: 108 subjects were included in the final analysis. This study showed that out of the total patients, the proportion of So-yang to Tae-eum to So-eum was equal to 5.5 to 3.5 to 1. Especially, men were higher proportion So-yang while women recorded a more significant ratio of Tae-eum. Also, the BMI, waist circumference, hip circumference, and WC/HC ratio recorded significantly high results. The result indicated that even though the Tae-eum let on the highest numerical value in the aspect of their past history and the final diagnosis, no significant difference was revealed according to SC. The ratio of cerebral infarction to cerebral hemorrhage was 9 to 1. SVO, LAA, SUE are the 3 types of cerebral infarction classified by TOAST; SVO ranked the highest while SUE ranked the lowest in all constitutions. The blood test result displayed that averages of both TL and the T-chol were the highest in Tae-eum while that of hematocrit in So-yangand that of HDL-chol in So-eum. However, there was no significant difference. There were no significant differences classified by gender or by SC in the aspect of the alcohol drinking and smoking history. The majority of So-yang and Tae-eum demonstrated a preference for meat while So-eum and So-yang displayed high preferences for sea food. Conclusions : With respect to these results. we could observe the general disposition of various characteristic distributions according to SC of acute stroke patients. For further research in this field. it seems necessary to construct fundamental databases for the prevention and treatment of stroke by increasing the number of patients observed and by analyzing delicate characteristics of each constitution type.

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흰쥐에서 폐정맥 폐쇄에 의해 유도된 폐동맥고혈압 발생 후의 폐장의 변화 (Changes in the Lung after Pulmonary Hypertension Induced by Obstruction of the Pulmonary Vein in Rats)

  • 장원채;정인석;조규성;오봉석
    • Journal of Chest Surgery
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    • 제39권9호
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    • pp.659-667
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    • 2006
  • 배경: 저산소증, 공기색전증, monocrotaline 약물 주입 등에 의해 혈관 내막의 손상을 일으켜 폐동맥내세포외간질 단백질 합성을 활성화시키고 혈관의 중막비후나 신생내막의 형성을 일으키는 혈관개조(vascular remodeling) 실험이 활발하게 진행되고 있다. 본 연구는 폐정맥을 폐쇄시킨 후 변화된 혈류에 의해 폐장이 어떻게 반응하는지 확인하고자 동물실험을 실시하였다. 대상 및 방법: $352{\pm}18g$의 흰쥐(n=10)를 이용하여 ketamine 근육내 주사로 마취하여 정중흉골절개술을 시행하고 심장을 노출시킨 후 우측 폐정맥을 크립을 이용하여 폐쇄하였으며, 15일 후 폐동맥압, 좌심실과 심실중격 대비 우심실 무게비(RV/LV+Sweight ratio), 말초 폐동맥의 외측지름대비 벽두께비(percent wall thickness (%WT)) 등을 측정하여 대조군(n=5)과 비교하였다. 결과: 폐정맥 폐쇄군의 폐동맥압은 38{\pm}12 mmHg로 대조군의 $13{\pm}4mmHg$에 비해 의의 있게 증가되었다(p<0.05). 좌심실과 심실중격 대비 우심실 무게비는 대조군의 $0.35{\pm}0.04$에 비해 $0.52{\pm}0.07$로 통계적으로 유의한 우심실 비대 소견을 보였고(p<0.05), 말초 폐동맥의 외측지름대비 벽두께비는 폐쇄군이 $22.4{\pm}6.7%$로 대조군의 $6.7{\pm}3.4%$에 비해 증가되었다(p<0.05). 결론: 한쪽 폐의 폐정맥 폐쇄는 폐동맥고혈압, 우심실 비대, 말초 폐동맥의 중막 비후 소견을 유도하였다. 이는 폐동맥 혈관개조의 병리학적 특성을 나타내는 것으로 일측 폐정맥을 폐쇄하는 경우 반대측 폐장의 폐혈류량 증가뿐만 아니라 혈관개조를 유발하는 내막의 손상을 동반함을 알 수 있었다.

중환자실 섬망 환자와 비섬망 환자 구분에 기여하는 임상 지표에 관한 연구 (A Study on Clinical Variables Contributing to Differentiation of Delirium and Non-Delirium Patients in the ICU)

  • 고찬영;김재진;조동래;오주영;박진영
    • 정신신체의학
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    • 제27권2호
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    • pp.101-110
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    • 2019
  • 연구목적 중환자실 환자들의 섬망 발생 유무와 관련이 되어 있는 것으로 알려진 많은 임상 지표들이 있지만, 이 중 실제 섬망군과 비섬망군을 분류하는 데 있어서 어떠한 지표가 보다 중요한 역할을 하는지에 대한 연구는 충분히 이루어지지 않았다. 본 연구는 중환자실 내에서 섬망이 발생한 군과 발생하지 않은 군 사이의 재실 기간 내 특징을 비교하고, 두 군을 효과적으로 구분할 수 있는 임상 지표들을 확인하고자 하였다. 방 법 2013년 3월 1일부터 2017년 5월 31일까지 강남세브란스병원 중환자실에 있던 6386명의 환자들 중, 섬망과 연관성을 보일 것으로 예상되는 40개의 임상 지표에 대한 데이터가 재실 기간 중 적어도 한 번 이상 측정되거나, 확인이 가능한 환자 1559명을 대상으로 하였다. 무작위 부분집합 특징 선택 방법 및 주성분분석을 사용하여 섬망과 비섬망을 구분하는 데에 기여도가 높은 특징들의 순위를 구하고, 몇 개의 상위 지표가 동시에 사용되었을 때에 섬망과 비섬망을 가장 효율적으로 판별할 수 있는지를 확인하였다. 확인된 상위 지표만을 이용한 것과 전체 임상 지표를 모두 사용하였을 때의 섬망과 비섬망을 구분할 수 있는 정확도에 대해서 비교 분석하였다. 결 과 총 40개 변수 중 32개의 변수에서 섬망과 비섬망군 간 유의미한 차이를 보였다. 주성분 분석(Principal Component Analysis, PCA)상, 상위 6개 변수인 리치몬드 흥분 진정 척도(Richmond Agitation Sedation Scale, RASS), 도뇨관 사용 유무, 혈관 카테터 사용 유무, 해밀턴 불안 척도(Hamilton Anxiety Rating Scale, HAM-A), 혈액 요소 질소(Blood Urea Nitrogen, BUN), 급성 생리학 및 만성 건강 평가-II (Acute Physiology and Chronic Health Examination II, APACHE II)를 사용했을 때에 섬망과 비섬망군이 가장 잘 구분되었다. 이들 상위 6개 변수에 대해 단일 변수 로지스틱 회귀분석 시행 시 모두 섬망 여부 결정에 대한 유의성을 보였다. 다중 변수 회귀분석 시행 시, 혈관 카테터 사용 유무 를 제외하고 나머지 5개 변수에서 모두 섬망 여부 결정에 대한 유의성을 보였다. 수신자판단특성곡선 분석 결과 신뢰구간 95%에서 곡선하면적 0.818로 높은 판별력을 보였다. 전체 임상 변수를 모두 사용한 수신자판단특성곡선 분석 결과에서는 곡선하면적 0.881로 매우 높은 판별력을 보였다. 결 론 본 연구 결과, 리치몬드 흥분 진정 척도, 도뇨관 사용 유무, 혈관 카테터 사용 유무, 해밀턴 불안 척도, 혈액 요소 질소, 급성 생리학 및 만성 건강 평가-II가 섬망이 발생한 군과 섬망이 발생하지 않은 군을 구분하는데 가장 유용하였다. 중환자실 환자 중 리치몬드 흥분 진정 척도 및 해밀턴 불안 척도 점수가 과도하게 낮거나, 도뇨관 및 혈관 카테터 등의 침습적인 시술을 사용하였을 경우 좀 더 집중적인 모니터링을 통해 섬망의 가능성을 살펴보아야 할 것이다.

관상동맥질환에서 심장풀 스캔의 육안적 평가에 대한 ROC 분석 (ROC Analysis of Visual Assessments Made in Gated Blood Pool Scans of Patients with Coronary Artery Disease)

  • 이경한;최윤호;이범우;문대혁;궁성수;정준기;이명철;고창순
    • 대한핵의학회지
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    • 제23권2호
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    • pp.175-181
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    • 1989
  • Visual assessment of regional wall motion abnormality (RWMA) by gated blood pol scan (GBPS) serves as an useful parameter in the diagnosis, functional evaluation, and follow up in various clinical settings, but are still subject to some inherent limitations. On important problem may be the interobserver as well as intraobsever variation that may well be present due to the subjective nature of the interpretations. This study was carried out to determine the reliability and reproducibility of visual assessments made in GBPSs, and to observe the degree to which the results would be influenced by observer variation. Fifty two patients with coronary heart disease had resting GBPS and contrast ventriculography within 4 days appall. Contrast ventriculography-showed normal wall motion in 6 patients and the remaining 46 had RWMA in one or more segments. The anterior and left anterolateral views of all 52 GBPSs were analyzed by three independent observers, who selected from 5 scales, their level of confidence that there was RWMA in that segment. Reciever operating characteristic (ROC) curves for each analysis was plotted and the area under the curve $(\theta)$ was used as a parameter representing each observer's performance in his interpretations. The findings of contrast ventriculographies were used as the standard for RWMA. The apical and inferoapical segments showed the best correlation with contrast ventriculography ($\theta=0.90-0.94$, 0.81-0.94, respectively), and the inferior wall showed the poorest correlation $(\theta=0.70-0.74)$. The interpretations of the inferior, septal, apical, and posteroinferior, segments showed no difference between the observers, but there was significantly better performance in assessment by observer A compared to that by B or C for the anterolateral segments ($\theta=0.87$, 0.78, 0.76, respectively. p<0.01 for A vs B, p<0.05 for A vs C), as well as when all segments were considered altogether ($\theta=0.88$, 0.83, 0.82, respectively. both p<0.05). This was also true for the infero-apical segment between A and C ($\theta=0.09$, 0.81, p<0.05). The intraobserver variation, however, did not appear significant, with only the inferior segment for observer B showing any significant difference when observer A and B repeated the analysis 10 days latter. There was no difference in assessing dyskinesia, with all observers showing a high performance ($\theta=0.98$, 0.87, 0.97, respectively). The visual assessment of left ventricular ejection fraction by all three observers correlated well with the calculated value from a semiautomated method (Spearman's r = 0.91, 0.83, 0.83. p<0.01, p<0.05, p < 0.05). The assessment of LV and RV size also correlated well between the three observers (Kendall's w = 0.80, 0.51, p<0.01 for both left and right ventricles). The above findings suggest that RWMA visually assessed by GBPS correlates well with that done by contrast ventriculography. And although the observer's experience or skill may influence the results in certain segments, visual analysis of GBPS may serve as a reliable and reproducible means for evaluating ventricular function.

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